+ All Categories
Home > Documents > Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator...

Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator...

Date post: 05-Nov-2020
Category:
Upload: others
View: 2 times
Download: 0 times
Share this document with a friend
93
Telemetry Smorgasbord A Little Taste of Everything Terry Hill, Quasonix Spring 2020
Transcript
Page 1: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered

Telemetry Smorgasbord

A Little Taste of EverythingTerry Hill Quasonix

Spring 2020

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom2

Course Outline ndash Day 2

Demodulation Trellis vs Single-Symbol Data Quality Metric Diversity Combining Synchronization

Channel Impairments Adjacent Channel Interference Multipath Propagation

Impairment Mitigation Techniques Adaptive Equalization Best Source Selection

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom3

Side by Side SummaryTier M αi h g(t) 999

BW0 2 -1 +1 07 Normalized impulse response of a high order

Bessel filter with 3 dB bandwidth = 07 bit rate203

I 3 -1 0 +1 05 Normalized windowed impulse response of a spectral raised cosine 8 bits long

098

II 4 -3 -1 +1 +3 416 516 Normalized raised cosine 3 symbols (6 bits) long 075

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom4

BER Performance Comparison

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom5

Todayrsquos Modulation Tour

Data Quality Metric (DQM)

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom7

How to Assess Data Quality Measured BER is not practical

Requires known data in the stream ndash not possible with encryption Takes a long time to measure low BERs

Bit error probability (BEP) howeverhellip Does not require any known data Can be determined quickly and accurately from demodulator statistics Is an unbiased quality metric regardless of channel impairments When calibrated per a standardized procedure DQM based on BEP allows DQE

from multiple vendors to interoperate

Each vendor can use their own algorithm for developing BEP DQM is calculated directly from BEP

Use of Likelihood Ratio leads to maximum likelihood BSS algorithms Converted to 16-bit integer on log scale

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom8

Definition of DQM Start with BEP derived within demod Likelihood Ratio (LR) = (1 - BEP) BEP DQM = min (round (log10 (LR) 12 (2^16)) 2^16 -1)

16-bit unsigned integer ranges from 0 to 65535

Easily reversed LR = 10^(-12 DQM 2^16) BEP = 1 (1 + LR)

Define ldquoQrdquo as the ldquoUserrsquos DQMrdquo Q = 12 DQM 65535 Represents the exponent of 10 in the BEP Examples

Q = 3 BEP = 1e-3 Q = 7 BEP = 1e-7

Arbitrarily cap Q at ldquoa perfect 10rdquo

BEP LR DQM Q05 100 0 000

1E-01 111111E-01 5211 0951E-02 101010E-02 10899 2001E-03 100100E-03 16382 3001E-04 100010E-04 21845 4001E-05 100001E-05 27307 5001E-06 100000E-06 32768 6001E-07 100000E-07 38229 7001E-08 100000E-08 43691 8001E-09 100000E-09 49152 9001E-10 100000E-10 54613 10001E-11 100000E-11 60075 10001E-12 100000E-12 65535 1000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom9

DQE Format

Header 16-bit sync pattern (0xFAC4)

MSB first 1111101011000100 8-bit reserved word potentially for packet header version number (currently 0) 8-bit reserved word potentially for source ID tag (currently 0) 16-bit DQM

Payload data User selectable length (128 le N le 16536) Defaults to 4096

16-bitSync

Pattern 8-bi

tW

ord 16-bitDQM N bits of payload data (128 le N le 16536)8-

bit

Wor

d

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom10

Calibration of DQM Calibrate DQM under various channel impairments

AWGN ndash static level AWGN ndash dynamic level (step response) Dropouts In-band and adjacent channel interference Phase noise Timing jitter Static multipath

Test procedures are being developed to evaluate accuracy of DQM Targeted for inclusion in IRIG 118

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom11

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom12

DQM Calibration in AWGN Required as a baseline for all other tests

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom13

DQM Step Response Assesses timeliness of DQM values UUT stays synchronized during test

One block at each step is a blend of the two states

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom14

DQM Fade Recovery Includes UUT synchronization time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom15

DQM Interference Test Interference is not AWGN but it causes bit errors

Diversity Combining

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom17

Maximal Ratio Combining Many telemetry systems utilize diversity reception

Frequency separation using two transmitter Orthogonal polarizations using cross-polarized antenna feeds

Combining two (or more) copies of the same signal Diversity combining Creates a third signal to be demodulated BER performance of third signal is better than either of the individual signals

Special case ndash the leading use of diversity Linearly polarized transmit antenna on test article ndash could be at any orientation Left-hand and right-hand circularly polarized receive antennas Each receive antenna loses half the transmit power Diversity combiner puts it all back together eliminating the polarization loss Frequency diversity works the same way but uses twice the bandwidth

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom18

Maximal Ratio Combining

Weight each signal in proportion to its SNR and add Yields optimum SNR on combined channel in AWGN SNRcombined = SNRa + SNRb

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom19

Maximal Ratio Combining

Jump to file diversity-combiner-videomp4 Or click to view on our website Combining Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom20

BER Results - Fading Signals

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom21

Measured Combiner BER - Tier 0

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom22

Measured Combiner BER - Tier I

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom23

Measured Combiner BER - Tier II

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom24

Combiner Summary Receive-side processing

No transmitter impact

Phase aligns the signals Forms weighted sum of two inputs SNR of the weighted sum is at least as high as the better signal May be as much as 3 dB higher (equal input case) Conventional combiner design assumes signals are time-aligned

Performance falls off rapidly with increasing time skew Combiner will probably fail altogether at plusmn frac12 bit time skew

Some combiners do both phase alignment and time alignment Supports operation with spatially separated antennas

If you have access to two copies of the signal use them

Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom26

Telemetry Channels are Bursty

Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude

00E+00

50E+06

10E+07

15E+07

20E+07

25E+07

0 500 1000 1500 2000 2500

Elapsed Time - Seconds

Bit

Erro

rs

ERR NDERR DBS

Figure from Robert Jefferis Tybrin Edwards AFB Reprinted by permission of the author

In a typical flight test the vast majority of bit errors occur at dropouts

Chart3 (2)

LA DBS
1
1
1
096875
09761904762
09807692308
09838709677
09861111111
0987804878
09891304348
09901960784
09910714286
09918032787
09924242424
09929577465
09934210526
09938271605
09941860465
09945054945
09947916667
0995049505
09952830189
09954954955
09956896552
09958677686
0996031746
09961832061
09963235294
09964539007
09965753425
09966887417
09967948718
09968944099
09969879518
09970760234
09971590909
09972375691
0997311828
0997382199
09974489796
09975124378
09975728155
09976303318
09976851852
09977375566
09977876106
09956709957
09957627119
09958506224
09959349593
09960159363
099609375
09961685824
09962406015
09963099631
09963768116
09964412811
09965034965
09965635739
09966216216
09966777409
09967320261
09967845659
0996835443
09968847352
09969325153
0996978852
09970238095
09970674487
09971098266
09971509972
09971910112
09972299169
09972677596
09973045822
09973404255
09973753281
09974093264
09974424552
09974747475
09975062344
09975369458
099756691
09975961538
09976247031
09976525822
09976798144
0997706422
09977324263
09977578475
09977827051
09978070175
09978308026
09978540773
09978768577
09978991597
09979209979
09979423868
09979633401
0997983871
0998003992
09980237154
09980430528
09980620155
09980806142
09980988593
09981167608
09981343284
09981515712
09981684982
0998185118
09982014388
09982174688
09982332155
09982486865
09982638889
09982788296
09982935154
09983079526
09983235541
09983361065
0998349835
09983633388
09983766234
0998389694
09984025559
09984152139
0998427673
09984399376
09984520124
09984639017
09984756098
09984871407
09984984985
0998509687
09985207101
09985315712
09985422741
0998552822
09985632184
09985734665
09985835694
09985935302
0998603352
09986130374
09986225895
09986320109
09986413043
09986504723
09986595174
09986684421
09986772487
09986859396
0998694517
09987029831
09987113402
09987195903
09987277354
09987357775
09987437186
09987515605
09987593052
09987669544
09987745098
09987819732
09987893462
09987966306
09988038278
09988109394
09988179669
09988249119
09988317757
09988385598
09988452656
09988518944
09988584475
09988649262
09988713318
09988776655
09988839286
09988901221
09988962472
09989023052
09989082969
09989142237
09989200864
09989258861
09989316239
09989373007
09989429175
09989484753
09989539749
09989594173
09989648033
09989701339
09989754098
0998980632
09989858012
09989909183
09989959839
0999000999
09990059642
09990108803
0999015748
09990210475
09990253411
09990300679
0999034749
09990393852
0994744386
09938154139

Chart1

EFS ND
EFS DBS
1
0
11
6
21
16
31
24
41
34
50
43
59
52
69
62
79
72
88
81
97
90
106
99
115
108
124
117
134
127
141
134
149
142
158
151
165
158
174
167
184
177
193
186
202
195
211
204
220
213
229
222
239
232
246
240
253
247
261
255
271
265
280
274
290
284
299
293
308
302
318
312
327
321
337
331
346
340
356
350
363
357
372
366
381
375
390
384
399
393
409
403
413
410
419
420
421
430
421
440
421
450
435
460
444
470
453
480
462
490
472
500
481
510
488
520
496
530
506
540
516
550
526
560
536
570
543
580
553
590
562
600
572
610
581
620
591
630
600
640
608
650
617
660
623
670
626
680
636
690
639
700
639
710
639
720
642
730
646
740
651
750
659
760
667
769
674
779
677
789
680
799
689
809
692
819
692
829
693
839
694
849
694
859
694
869
695
879
696
889
698
899
699
909
702
919
707
929
713
939
721
949
727
959
731
969
738
979
746
989
747
999
747
1009
747
1019
747
1029
747
1039
753
1049
755
1059
755
1069
755
1079
755
1089
755
1099
755
1109
755
1119
755
1129
758
1139
763
1149
770
1159
777
1169
785
1179
794
1189
801
1199
809
1209
814
1219
815
1229
821
1239
826
1249
832
1259
837
1269
842
1279
842
1289
844
1299
844
1309
844
1319
847
1329
854
1339
858
1349
858
1359
858
1369
858
1379
860
1389
860
1399
860
1409
860
1419
861
1429
862
1439
862
1449
862
1459
862
1469
862
1479
862
1489
862
1499
863
1509
863
1517
866
1527
866
1537
866
1547
866
1557
866
1567
867
1577
867
1587
867
1597
867
1607
867
1617
867
1627
867
1637
867
1647
867
1657
867
1667
867
1677
867
1687
867
1697
867
1707
867
1717
867
1727
867
1737
867
1747
867
1757
867
1767
867
1777
867
1787
867
1797
867
1807
867
1817
867
1827
867
1837
867
1847
867
1857
867
1867
867
1877
867
1887
867
1896
867
1906
867
1913
867
1922
867
1929
867
1936
867
1941
867
1944
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945

Chart2

SES ND
SES DBS
UNA ND
Time hrminsec
Severe Error Seconds
SES and UNA Accumulation HistoryARTM flight 78 Eastbound Supersonic Corridor
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
3
2
0
6
2
0
13
2
0
11
2
13
11
2
23
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
28
11
2
38
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
47
11
2
57
11
2
67
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
16
2
77
21
2
77
28
2
77
23
2
93
23
2
103
23
2
113
23
2
112
29
2
112
23
2
129
23
2
139
23
2
149
23
2
159
23
11
169
23
13
179

Chart3

LA ND
LA DBS
1
1
1
1
1
1
1
096875
1
09761904762
1
09807692308
1
09838709677
1
09861111111
1
0987804878
1
09891304348
1
09901960784
1
09910714286
1
09918032787
1
09924242424
1
09929577465
1
09934210526
1
09938271605
1
09941860465
1
09945054945
1
09947916667
1
0995049505
1
09952830189
1
09954954955
1
09956896552
1
09958677686
1
0996031746
1
09961832061
1
09963235294
1
09964539007
1
09965753425
1
09966887417
1
09967948718
1
09968944099
1
09969879518
1
09970760234
1
09971590909
1
09972375691
1
0997311828
1
0997382199
1
09974489796
1
09975124378
1
09975728155
1
09976303318
1
09976851852
1
09977375566
1
09977876106
09935205184
09956709957
09873150106
09957627119
09730848861
09958506224
09513184584
09959349593
09324055666
09960159363
09454191033
099609375
09464627151
09961685824
0947467167
09962406015
09484346225
09963099631
09493670886
09963768116
09502664298
09964412811
09511343805
09965034965
09519725557
09965635739
09527824621
09966216216
09535655058
09966777409
09543230016
09967320261
09550561798
09967845659
09557661927
0996835443
09564541213
09968847352
09571209801
09969325153
09577677225
0996978852
09583952452
09970238095
09590043924
09970674487
09595959596
09971098266
0960170697
09971509972
09607293128
09971910112
09612724758
09972299169
09618008186
09972677596
09623149394
09973045822
0962815405
09973404255
09488859764
09973753281
0936610608
09974093264
09399744572
09974424552
09407313997
09974747475
09414694894
09975062344
09421894219
09975369458
09428918591
099756691
0943577431
09975961538
09442467378
09976247031
09449003517
09976525822
09455388181
09976798144
09461626575
0997706422
09467723669
09977324263
09473684211
09977578475
09479512735
09977827051
09485213582
09978070175
09490790899
09978308026
0949624866
09978540773
09501590668
09978768577
09506820567
09978991597
09511941848
09979209979
09516957862
09979423868
09521871821
09979633401
09526686808
0997983871
09531405783
0998003992
09536031589
09980237154
0954056696
09980430528
09545014521
09980620155
09549376798
09980806142
0955365622
09980988593
09557855127
09981167608
09561975769
09981343284
09566020314
09981515712
09569990851
09981684982
09573889393
0998185118
0957771788
09982014388
09581478183
09982174688
09488084731
09982332155
09405074366
09982486865
09323503903
09982638889
09243336199
09982788296
09249786871
09982935154
09256128487
09983079526
09262363789
09983235541
09268495428
09983361065
09274525969
0998349835
0928045789
09983633388
09286293593
09983766234
09292035398
0998389694
09297685555
09984025559
09303246239
09984152139
0930871956
0998427673
0931410756
09984399376
0931941222
09984520124
09324635457
09984639017
09329779132
09984756098
09334845049
09984871407
09339834959
09984984985
09344750558
0998509687
09349593496
09985207101
09354365371
09985315712
09359067735
09985422741
09363702097
0998552822
09368269921
09985632184
0937277263
09985734665
09377211607
09985835694
09381588194
09985935302
09385903699
0998603352
0939015939
09986130374
09394356504
09986225895
09398496241
09986320109
09402579769
09986413043
09406608227
09986504723
09410582719
09986595174
09414504325
09986684421
09418374091
09986772487
0942219304
09986859396
09412915851
0998694517
09416720674
09987029831
09420476497
09987113402
09424184261
09987195903
09427844882
09987277354
09431459255
09987357775
09435028249
09987437186
09438552714
09987515605
09442033478
09987593052
09445471349
09987669544
09448867116
09987745098
09452221546
09987819732
0945553539
09987893462
09458809381
09987966306
09462044232
09988038278
09465240642
09988109394
09468399291
09988179669
09471520846
09988249119
09474605954
09988317757
09477655252
09988385598
09474899019
09988452656
09477911647
09988518944
09480889903
09988584475
09483834373
09988649262
09486745629
09988713318
09489624229
09988776655
09492470719
09988839286
09495285635
09988901221
09498069498
09988962472
0950082282
09989023052
09503546099
09989082969
09506239826
09989142237
09508904479
09989200864
09511540526
09989258861
09514148425
09989316239
09516728625
09989373007
09513998943
09989429175
09516552811
09989484753
09519079979
09989539749
09521580863
09989594173
09524055872
09989648033
09526505404
09989701339
09528929852
09989754098
09531329598
0998980632
09528636594
09989858012
09505799294
09989909183
09473156046
09989959839
09420868697
0999000999
09374068554
09990059642
09327731092
09990108803
09335956714
0999015748
09309838473
09990210475
09259620068
09990253411
09214735822
09990300679
09170284612
0999034749
09126260202
09990393852
09082656474
0994744386
09039467427
09938154139

Chart4

ERR ND
ERR DBS
Elapsed Time - Seconds
Bit Errors
Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude
0
2
0
26
0
26
0
41555
0
41555
2
41557
4
41559
4
41559
4
41559
8
41563
14
41569
22
41577
26
41581
34
41589
34
41589
68
41623
82
41637
94
41649
118
41673
136
41691
136
41691
142
41697
154
41709
158
41713
164
41719
172
41727
172
41727
178
41737
190
41745
198
41753
198
41753
202
41757
202
41757
206
41761
212
41767
212
41767
216
41771
216
41771
218
41773
218
41773
230
41785
232
41787
234
41789
236
41791
238
41793
238
41793
455111
60883
1306300
60883
3244655
60883
6882493
60883
7441715
60883
7441723
60883
7441727
60883
7441729
60883
7441731
60883
7441731
60883
7441733
60883
7441739
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441753
60883
7441753
60883
7441755
60883
7441755
60883
7441757
60883
7441757
60883
7441759
60883
7441767
60883
7441773
60883
7441797
60883
7441845
60883
7441845
60883
7441917
60883
8389029
60883
8418363
60883
8418429
60883
8418533
60883
8418625
60883
8418649
60883
8418769
60889
8418795
60889
8418867
60889
8418937
60889
8418941
60889
8419891
60889
8423291
60889
8423751
60889
8424419
60889
8425325
60889
8426223
60889
8426561
60889
8427649
60889
8428241
60889
8428341
60889
8428421
60889
8428491
60889
8428529
60889
8428561
60889
8428627
60889
8428717
60889
8428747
60889
8428751
60889
8429441
60889
8431061
60889
8432865
60889
8435265
60889
8436525
60889
8436565
60889
8436633
60889
8437273
60889
10546482
60889
11523904
60889
12122006
60889
12902569
60889
12905622
60889
12906068
60889
12906196
60889
12906246
60889
12906262
60889
12906272
60889
12906286
60889
12906302
60889
12906332
60889
12906356
60889
12906388
60889
12906452
60889
12907164
60889
12907196
60889
12907216
60889
12907256
60889
12907300
60889
12907446
60889
12907500
60889
12907802
60889
12907944
60889
12907984
60889
12908002
60889
12908050
60889
12915334
60889
12915890
60889
12916062
60889
12916368
60889
12917424
60889
12917612
60889
12919282
60889
12919502
60889
12920094
60889
12920542
60889
12921018
60889
12921360
60889
12950485
60889
12953417
60889
12955543
60889
12955837
60889
12958545
60917
12958685
60917
12961813
60917
12964137
60917
12965119
60917
12965901
60917
12966433
60917
12968037
60917
12968811
60917
12969943
60917
12970133
60917
12970893
60917
12972463
60917
12973469
60917
12974725
60917
12977483
60917
12988390
60917
12992040
60917
12993836
60917
12995140
60917
12997858
60917
13000280
60917
13000986
60917
13006560
60917
13009966
60917
13013370
60917
13019200
60917
13022478
60917
13026006
60917
13028008
60917
13031052
60917
13035850
60917
13054558
60917
13070358
60917
13076908
60917
13078830
60917
13080042
60917
13082014
60917
13082710
60919
13084412
60919
13094909
60929
13165973
60931
15925826
60939
21779923
60947
32657370
60965
45898031
61053
45904033
61223
49793500
61471
69086529
61639
93851104
61827
118870561
62105
143968305
63907
168991872
215373
193965216
249045
218989101
276945
243962303
17010756
268810939
41387129
293983858
66553166
318932313
91502733
343805753
96245442
368754298
96987496
393802939
97498851

FIREBERD1_07_22_2004_Midway

jefferis robertLOS both systems LOS of ND system lost prior to this time
jefferis robertturn into eastbound run major signal disturbance on both receivers
jefferis robertclassic 2-ray MP cycles
jefferis robertthis is eastbound run on high-speed super corridor includes turn around 010048

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom27

Synchronization Test IRIG 118-12 Procedure 74 (Flat Fade Recovery Test) Transmit randomized ones pattern Measure time at which output becomes ldquoall (or mostly) onesrdquo

IRIG Randomizer Modulator Add Noise

Noise

Switch

Demodwith

DerandomizerTimer

OnesDetector

All ones

Controller

Start

Stop

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom28

Typical Sync Test

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom29

Synchronization Parameters Modulation technique

Tier 0 uses more bandwidth ndash easier to synchronize to Tier I is spectrally compact making it slippery ndash synchronization is more difficult

Trellis demodulation helps achieve sync

Tier II is even more compact ndash synchronization takes longer

Bit rate Fixed-duration tasks amount to more bits at high bit rates

Signal to noise ratio Sync times will be longer at low SNR

Synchronization threshold SNR at which the demodulator can acquire sync

Sync loss threshold SNR at which a synchronized demodulator will drop sync

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom30

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom31

Tier I Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom32

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom33

Low SNR Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom34

Synchronization Summary

The aeronautical telemetry channel is plagued with dropouts

Rapid synchronization and synchronization at low SNR is the best means of minimizing the impact of these dropouts

IRIG 118 defines test procedures for measuring sync time and sync thresholds

Pay attention to synchronization performance

Adjacent Channel Interference

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom36

PSD is Half the Story

Overall spectral efficiency is determined by spacing between channels

Receiver selectivity affects channel spacing A valid comparison must account for both

transmitted spectrum and ldquotolerablerdquo receiver filtering

Not all modulations are equally ldquotolerantrdquo of IF filtering and interference

Multi-channel testing accounts for these factors

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom37

Multi-channel ACI Test Set

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom38

9 Mbps Multi-h CPM Multichannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom39

BER as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom40

Degradation as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom41

IC=20 dB

ACI Summary

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom42

Frequency Separation Rulewhere

bull ΔF0 = the minimum center frequency separation in MHzbull Rs = bit rate of desired signal in Mbsbull Ri = bit rate of interfering signal in Mbs

ΔF0 = asRs + aiRi

The NRZ PCMFM signals are assumed to be premodulation filtered with a multi-pole filter with 3 dB point of 07 times the bit rate and the peak deviation is assumed to be approximately 035 times the bit rate

The receiver IF filter is assumed to be no wider than 15 times the bit rate and provides at least 6 dB of attenuation of the interfering signal

The interfering signal is assumed to be no more than 20 dB stronger than the desired signal The receiver is assumed to be operating in linear mode no significant intermodulation products or spurious

responses are present

Sheet1

Sheet2

Sheet3

Multipath Propagation

Brace yourselfGreek symbols ahead

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom44

Multipath Propagation

The picture cant be displayed

Dry lake bed = smooth reflecting surface

Narrow beam receive antennaAirborne transmitter Line-of-sight communications link

Irregular terrain

Low elevation angle

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom45

Assumptions Channel can be modeled as a linear time-invariant

(LTI) system over ldquoshort enoughrdquo time interval

Line-of-sight propagation path

L-1 multipath propagation paths

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

Complex-valued path loss

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom46

2-Ray Transfer Function Magnitude of first multipath reflection Γ1 ldquosweep raterdquo of multipath null ~

(dB)

1 (0 dB)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom47

3-Ray Transfer Function

1 (0 dB)

M

D

(dB)

(3-Ray Model)(dB)

(2-Ray Model)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom48

Multipath on the Tarmac

Nearly static frequency selective long delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom49

Multipath in Flight Dynamic frequency selective and flat fading various delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom50

Multipath Summary

If your test article operates near the ground you are quite likely experiencing multipath

If so there will be intervals during which no useful data is recovered

Loss of bit count integrity is likely Encrypted links will lose crypto sync

What to do Stay tuned for the ldquoAdaptive Equalizerrdquo discussion

Adaptive Equalization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom52

Multipath is Ugly

Equalization can turn

this intohellip this

Actual multipath from aircraft on the tarmac at Edwards AFB

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom53

Adaptive Equalization

Consider the multipath channel to be a filter Varies over time

Consider building a filter which ldquoundoesrdquo the filtering imposed by the channel Let it keep track of the the channel and continuously adapt itself

to the channel

Presto You have an adaptive equalizer Can repair damage done by multipath Works with a single receiver Requires no bandwidth expansion Requires no changes to the transmitter

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom54

Equalizer Techniques

JG Proakis Digital Communications 1989 2nd Edition

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom55

Generic Adaptive Equalizer

Equalizer DecisionDevice

EqualizerAdjustment

ErrorCalculation

TrainingSequence

SymbolStatistics

Training Mode Blind Mode

Decision-Directed Mode

Transmitted Signal

Received Signal Recovered

Data

EqualizedSignal

Error

Tap Weights

RFChannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom56

Adaptive EQ - Adapting

Jump to file equalizer-out-pcmfm-3ray-dynamic-videomp4 Or click to view on our website PCMFM Adaptive Equalizer Video

Jump to file equalizer-out-soqpsk-3ray-dynamic-videomp4 Or click to view on our website SOQPSK Adaptive Equalizer Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom57

Adaptive Equalizer in Action Jump to file rdms-rackmount-receiver-adaptive-equalizer-

demonstration-videomp4 Or click to view on our website Adaptive Equalizer Demonstration Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom58

Adaptive Equalizer Summary Adaptive equalizer can ldquoundordquo multipath distortion Requires no changes at the transmit end

If available a training sequence can be helpful

Effectiveness of equalizer depends on the severity of the multipath

Well-designed equalizers monitor their own performance and disengage when they are doing badly This must be done without losing bit count integrity

If you have multipath use an equalizer

Performance Evaluation of Adaptive Equalizers

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom60

So Many Channelshellip

Each path is characterized by Delay Amplitude Phase shift (potentially time-varying)

2 3 or more paths Modulation matters SNR matters Need a 10-dimensional universe to plot the

results Way too many test points

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom61

Letrsquos Simplify

Stick to 2-ray model Easy to synthesize Still allows a range of channels from easy to impossible Maybe we add a third ray for a limited set of tests

Stick to one SNR High enough that the equalizer works on mitigating multipath not

rejecting noise Not so high that there are never any bit errors Should reflect actual use cases Propose 20 dB

Limited set of amplitudes and delays Many phase angles

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom62

Proposed Signal Conditions

Pick a carrier frequency How many Nulls ldquosweep fasterrdquo at higher frequencies (dynamic case only)

20 dB SNR (without multipath) Tier 0 I and II

Tier 0 1 5 10 20 Mbps Tier I and Tier II 2 10 20 and 40 Mbps

Areas for further research STC ndash different multipath on each signal hmmmhellip LDPC ndash six codes

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom63

Proposed Static Channels

Channel response depends on Carrier frequency Delay Reflection amplitude Reflection phase

Delays (in bits) of 05 1 2 5 10 20 and 50 Delays much shorter than 05 bit are essentially flat fades where

the signal power is simply gone EQ cannot help Amplitudes of 05 to 09 in steps of 01

For bonus points include 095 and 098

Phases of 0deg to 360deg in 10deg steps

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom64

What is the Measured Value

Must be observable with EQ both on and off Bit error rate is universally understood DQM is readily computed from BER

With calibration DQM is much more quickly measured

Remind me again what is DQM

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom65

Definition of DQM (aka Q)

To a statistician DQM is the ldquoLog Likelihood Ratiordquo Start with probability of error P

Be practical 05 lt P lt 1e-12 BEP derived within demod BER measured with a BERT

Likelihood Ratio (LR) = P (1 ndash P) Q = min (-log10(LR) 12) Easily reversed

P = 10-Q (1 + 10-Q)

Short version Q = 5 P = 1e-5

P Q05 0000

1E-01 09541E-02 19961E-03 30001E-04 40001E-05 50001E-06 60001E-07 70001E-08 80001E-09 90001E-10 100001E-11 110001E-12 12000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom66

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom67

Test Procedure

Set frequency modulation and bit rate Turn the equalizer off Set EbN0 to 20 dB Set direct path to delay 0 amplitude 1 angle 0 Enable multipath Set reflected path delay and amplitude Loop through delayed path phase

0 degrees to 360 degrees in 10 degree steps Record DQM at each step or record BER and calculate DQM Plot DQM versus phase in polar form

Turn equalizer on and repeat If two test units are available test EQ on and EQ off at the same time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom68

Grading the Tests

Measure BER with EQ on and off then compute DQM If your DQM is well calibrated measure DQM directly

Plot DQM vs delay path phase in polar form Radius = DQM Angle = phase of delayed path

Result will be a distorted ldquohooprdquo Bigger radius is better Some angles will be worse than others

Compute the area of each ldquohooprdquo for EQ on and off ldquoEqualizer Benefitrdquo = Areaon ndash Areaoff

Since the radius is (essentially) the logarithm of the BER the difference is the number of orders of magnitude improvement in BER

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom69

DQM Calibration

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom70

No Multipath No Problem

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom71

0-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom72

30-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom73

60-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom74

90-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom75

120-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom76

150-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom77

180-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom78

210-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom79

240-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom80

270-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom81

300-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom82

330-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom83

360-100-09

Test Results Examples

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom85

10 Mbps SOQPSK 1 bit Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom86

10 Mbps SOQPSK 2 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom87

10 Mbps SOQPSK 5 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom88

10 Mbps SOQPSK 10 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom89

10 Mbps SOQPSK 20 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom90

What About Dynamics

Most pronounced effect of target motion is variation in phase of the reflected path Manifests as spectral nulls sweeping through spectrum

Proposal Stress the equalizer by sweeping the null faster and faster until

the EQ benefit starts to drop Similar to the Break Frequency test for combiners

Figure of merit becomes the ldquoBreak Frequencyrdquo of the equalizer

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom91

What Can we Measure

Measure the BER averaged over all phases Correlates with moving test article Convert to DQM Or measure DQM but average it correctly (see next slide)

For consistency with the static plots plot DQM versus ldquospin raterdquo

Plot multiple delay path amplitudes on one chart Separate charts for each delay value

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom92

Equalizer Break Frequency

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom93

Course Outline ndash Day 3

Impairment Mitigation Techniques Adaptive Equalization Best Source Selection Best Channel Selection Space-Time Coding (STC) Low Density Parity Check (LDPC) Coding

Using All the Tools Together Performance Comparison amp Summary Link Budgets

  • Telemetry Smorgasbord
  • Course Outline ndash Day 2
  • Side by Side Summary
  • BER Performance Comparison
  • Todayrsquos Modulation Tour
  • Data Quality Metric (DQM)
  • How to Assess Data Quality
  • Definition of DQM
  • DQE Format
  • Calibration of DQM
  • DQM Calibration Fixture
  • DQM Calibration in AWGN
  • DQM Step Response
  • DQM Fade Recovery
  • DQM Interference Test
  • Diversity Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • BER Results - Fading Signals
  • Measured Combiner BER - Tier 0
  • Measured Combiner BER - Tier I
  • Measured Combiner BER - Tier II
  • Combiner Summary
  • Synchronization
  • Telemetry Channels are Bursty
  • Synchronization Test
  • Typical Sync Test
  • Synchronization Parameters
  • Tier 0 Synchronization
  • Tier I Synchronization
  • Tier 0 Synchronization
  • Low SNR Synchronization
  • Synchronization Summary
  • Adjacent Channel Interference
  • PSD is Half the Story
  • Multi-channel ACI Test Set
  • 9 Mbps Multi-h CPM Multichannel
  • BER as a Function of F
  • Degradation as a Function of F
  • ACI Summary
  • Frequency Separation Rule
  • Multipath Propagation
  • Multipath Propagation
  • Assumptions
  • 2-Ray Transfer Function
  • 3-Ray Transfer Function
  • Multipath on the Tarmac
  • Multipath in Flight
  • Multipath Summary
  • Adaptive Equalization
  • Multipath is Ugly
  • Adaptive Equalization
  • Equalizer Techniques
  • Generic Adaptive Equalizer
  • Adaptive EQ - Adapting
  • Adaptive Equalizer in Action
  • Adaptive Equalizer Summary
  • Performance Evaluation of Adaptive Equalizers
  • So Many Channelshellip
  • Letrsquos Simplify
  • Proposed Signal Conditions
  • Proposed Static Channels
  • What is the Measured Value
  • Definition of DQM (aka Q)
  • DQM Calibration Fixture
  • Test Procedure
  • Grading the Tests
  • DQM Calibration
  • No Multipath No Problem
  • 0-100-09
  • 30-100-09
  • 60-100-09
  • 90-100-09
  • 120-100-09
  • 150-100-09
  • 180-100-09
  • 210-100-09
  • 240-100-09
  • 270-100-09
  • 300-100-09
  • 330-100-09
  • 360-100-09
  • Test Results Examples
  • 10 Mbps SOQPSK 1 bit Delay
  • 10 Mbps SOQPSK 2 Bits Delay
  • 10 Mbps SOQPSK 5 Bits Delay
  • 10 Mbps SOQPSK 10 Bits Delay
  • 10 Mbps SOQPSK 20 Bits Delay
  • What About Dynamics
  • What Can we Measure
  • Equalizer Break Frequency
  • Course Outline ndash Day 3
Modulation Type as ai Rs = Ri
NRZ PCMFM 1 for receivers with RLC final Intermediate Frequency (IF) filters 12 22
07 for receivers with Surface Acoustic Wave (SAW) or digital IF filters 12 19
05 with multi-symbol detectors (or equivalent devices) 12 17
FQPSK-B FQPSK-JR SOQPSK-TG 045 065 11
ARTM CPM 035 05 085
time delta t BER ORC BER ND BER DBS ERR ORC ERR ND ERR DBS EFS ORC EFS ND EFS DBS SES ORC SES ND SES DBS ES ORC ES ND ES DBS UNA ORC UNA ND UNA DBS ET ET ND ET DBS LA ND LA DBS
05309 000 000E+00 -100E+00 0 2 1 0 0 0 0 1 0 0 4 3 2 1 1
05319 1000 000E+00 530E-07 0 26 11 6 0 0 0 4 0 0 14 13 12 1 1
05329 2000 000E+00 260E-07 0 26 21 16 0 0 0 4 0 0 24 23 22 1 1
05339 3000 000E+00 278E-04 0 41555 31 24 0 1 0 6 0 0 34 33 32 1 096875
05349 4000 000E+00 208E-04 0 41555 41 34 0 1 0 6 0 0 44 43 42 1 09761904762
05359 5000 800E-09 166E-04 2 41557 50 43 0 1 1 7 0 0 54 53 52 1 09807692308
05409 6000 100E-08 139E-04 4 41559 59 52 0 1 2 8 0 0 64 63 62 1 09838709677
05419 7000 100E-08 119E-04 4 41559 69 62 0 1 2 8 0 0 74 73 72 1 09861111111
05429 8000 100E-08 104E-04 4 41559 79 72 0 1 3 9 0 0 83 83 82 1 0987804878
05439 9000 200E-08 924E-05 8 41563 88 81 0 1 3 9 0 0 94 93 92 1 09891304348
05449 10000 280E-08 832E-05 14 41569 97 90 0 1 4 10 0 0 104 103 102 1 09901960784
05459 11000 400E-08 757E-05 22 41577 106 99 0 1 5 11 0 0 114 113 112 1 09910714286
05509 12000 430E-08 693E-05 26 41581 115 108 0 1 6 12 0 0 124 123 122 1 09918032787
05519 13000 520E-08 640E-05 34 41589 124 117 0 1 7 13 0 0 134 133 132 1 09924242424
05529 14000 480E-08 594E-05 34 41589 134 127 0 1 8 14 0 0 144 143 142 1 09929577465
05539 15000 900E-08 555E-05 68 41623 141 134 0 1 10 16 0 0 154 153 152 1 09934210526
05549 16000 100E-07 521E-05 82 41637 149 142 0 1 12 18 0 0 164 163 162 1 09938271605
05559 17000 110E-07 490E-05 94 41649 158 151 0 1 13 19 0 0 174 173 172 1 09941860465
05609 18000 131E-07 463E-05 118 41673 165 158 0 1 16 22 0 0 184 183 182 1 09945054945
05619 19000 143E-07 439E-05 136 41691 174 167 0 1 17 23 0 0 194 193 192 1 09947916667
05629 20000 136E-07 417E-05 136 41691 184 177 0 1 18 24 0 0 204 203 202 1 0995049505
05639 21000 135E-07 397E-05 142 41697 193 186 0 1 18 24 0 0 214 213 212 1 09952830189
05649 22000 140E-07 379E-05 154 41709 202 195 0 1 19 25 0 0 224 223 222 1 09954954955
05659 23000 137E-07 363E-05 158 41713 211 204 0 1 20 26 0 0 234 233 232 1 09956896552
05709 24000 136E-07 348E-05 164 41719 220 213 0 1 21 27 0 0 244 243 242 1 09958677686
05719 25000 137E-07 334E-05 172 41727 229 222 0 1 22 28 0 0 254 253 252 1 0996031746
05729 26000 132E-07 321E-05 172 41727 239 232 0 1 23 29 0 0 264 263 262 1 09961832061
05739 27000 132E-07 309E-05 178 41737 246 240 0 1 26 31 0 0 274 273 272 1 09963235294
05749 28000 135E-07 298E-05 190 41745 253 247 0 1 28 33 0 0 284 283 282 1 09964539007
05759 29000 136E-07 288E-05 198 41753 261 255 0 1 30 35 0 0 294 293 292 1 09965753425
05809 30000 132E-07 278E-05 198 41753 271 265 0 1 30 35 0 0 304 303 302 1 09966887417
05819 31000 130E-07 269E-05 202 41757 280 274 0 1 31 36 0 0 314 313 312 1 09967948718
05829 32000 126E-07 261E-05 202 41757 290 284 0 1 32 37 0 0 324 323 322 1 09968944099
05839 33000 125E-07 253E-05 206 41761 299 293 0 1 32 37 0 0 334 333 332 1 09969879518
05849 34000 124E-07 246E-05 212 41767 308 302 0 1 33 38 0 0 344 343 342 1 09970760234
05859 35000 121E-07 239E-05 212 41767 318 312 0 1 33 38 0 0 354 353 352 1 09971590909
05909 36000 120E-07 232E-05 216 41771 327 321 0 1 34 39 0 0 364 363 362 1 09972375691
05919 37000 117E-07 226E-05 216 41771 337 331 0 1 34 39 0 0 374 373 372 1 0997311828
05929 38000 115E-07 220E-05 218 41773 346 340 0 1 35 40 0 0 384 383 382 1 0997382199
05939 39000 112E-07 214E-05 218 41773 356 350 0 1 35 40 0 0 394 393 392 1 09974489796
05949 40000 115E-07 209E-05 230 41785 363 357 0 1 38 43 0 0 404 403 402 1 09975124378
05959 41000 113E-07 204E-05 232 41787 372 366 0 1 39 44 0 0 414 413 412 1 09975728155
10009 42000 111E-07 199E-05 234 41789 381 375 0 1 40 45 0 0 424 423 422 1 09976303318
10019 43000 110E-07 194E-05 236 41791 390 384 0 1 42 46 0 0 434 433 432 1 09976851852
10029 44000 108E-07 190E-05 238 41793 399 393 0 1 42 47 0 0 444 443 442 1 09977375566
10039 45000 106E-07 186E-05 238 41793 409 403 0 1 43 48 0 0 454 453 452 1 09977876106
10049 46000 198E-04 265E-05 455111 60883 413 410 3 2 49 50 0 0 464 463 462 09935205184 09956709957
10059 47000 555E-04 259E-05 1306300 60883 419 420 6 2 52 50 0 0 474 473 472 09873150106 09957627119
10109 48000 128E-03 254E-05 3244655 60883 421 430 13 2 61 50 0 0 484 483 482 09730848861 09958506224
10119 49000 277E-03 249E-05 6882493 60883 421 440 11 2 58 50 13 0 494 493 492 09513184584 09959349593
10129 50000 297E-03 244E-05 7441715 60883 421 450 11 2 58 50 23 0 504 503 502 09324055666 09960159363
10139 51000 291E-03 239E-05 7441723 60883 435 460 11 2 59 50 17 0 514 513 512 09454191033 099609375
10149 52000 286E-03 234E-05 7441727 60883 444 470 11 2 60 50 17 0 524 523 522 09464627151 09961685824
10159 53000 281E-03 230E-05 7441729 60883 453 480 11 2 61 50 17 0 534 533 532 0947467167 09962406015
10209 54000 275E-03 226E-05 7441731 60883 462 490 11 2 62 50 17 0 544 543 542 09484346225 09963099631
10219 55000 270E-03 221E-05 7441731 60883 472 500 11 2 62 50 17 0 554 553 552 09493670886 09963768116
10229 56000 266E-03 217E-05 7441733 60883 481 510 11 2 64 50 17 0 564 563 562 09502664298 09964412811
10239 57000 261E-03 214E-05 7441739 60883 488 520 11 2 66 50 17 0 574 573 572 09511343805 09965034965
10249 58000 256E-03 210E-05 7441747 60883 496 530 11 2 68 50 17 0 584 583 582 09519725557 09965635739
10259 59000 252E-03 206E-05 7441747 60883 506 540 11 2 68 50 17 0 594 593 592 09527824621 09966216216
10309 60000 248E-03 203E-05 7441747 60883 516 550 11 2 68 50 17 0 604 603 602 09535655058 09966777409
10319 61000 244E-03 200E-05 7441747 60883 526 560 11 2 68 50 17 0 614 613 612 09543230016 09967320261
10329 62000 240E-03 196E-05 7441747 60883 536 570 11 2 68 50 17 0 624 623 622 09550561798 09967845659
10339 63000 236E-03 193E-05 7441753 60883 543 580 11 2 71 50 17 0 634 633 632 09557661927 0996835443
10349 64000 232E-03 190E-05 7441753 60883 553 590 11 2 71 50 17 0 644 643 642 09564541213 09968847352
10359 65000 229E-03 187E-05 7441755 60883 562 600 11 2 72 50 17 0 654 653 652 09571209801 09969325153
10409 66000 225E-03 185E-05 7441755 60883 572 610 11 2 72 50 17 0 664 663 662 09577677225 0996978852
10419 67000 222E-03 182E-05 7441757 60883 581 620 11 2 73 50 17 0 674 673 672 09583952452 09970238095
10429 68000 219E-03 179E-05 7441757 60883 591 630 11 2 73 50 17 0 684 683 682 09590043924 09970674487
10439 69000 216E-03 176E-05 7441759 60883 600 640 11 2 74 50 17 0 694 693 692 09595959596 09971098266
10449 70000 212E-03 174E-05 7441767 60883 608 650 11 2 76 50 17 0 704 703 702 0960170697 09971509972
10459 71000 209E-03 172E-05 7441773 60883 617 660 11 2 77 50 17 0 714 713 712 09607293128 09971910112
10509 72000 207E-03 169E-05 7441797 60883 623 670 11 2 82 50 17 0 724 723 722 09612724758 09972299169
10519 73000 204E-03 167E-05 7441845 60883 626 680 11 2 88 50 17 0 734 733 732 09618008186 09972677596
10529 74000 201E-03 165E-05 7441845 60883 636 690 11 2 88 50 17 0 744 743 742 09623149394 09973045822
10539 75000 198E-03 162E-05 7441917 60883 639 700 11 2 96 50 17 0 754 753 752 0962815405 09973404255
10549 76000 221E-03 160E-05 8389029 60883 639 710 11 2 95 50 28 0 764 763 762 09488859764 09973753281
10559 77000 219E-03 158E-05 8418363 60883 639 720 11 2 95 50 38 0 774 773 772 0936610608 09974093264
10609 78000 216E-03 156E-05 8418429 60883 642 730 11 2 104 50 36 0 784 783 782 09399744572 09974424552
10619 79000 213E-03 154E-05 8418533 60883 646 740 11 2 110 50 36 0 794 793 792 09407313997 09974747475
10629 80000 210E-03 152E-05 8418625 60883 651 750 11 2 115 50 36 0 804 803 802 09414694894 09975062344
10639 81000 208E-03 150E-05 8418649 60883 659 760 11 2 116 50 36 0 814 813 812 09421894219 09975369458
10649 82000 205E-03 149E-05 8418769 60889 667 769 11 2 118 51 36 0 824 823 822 09428918591 099756691
10659 83000 203E-03 147E-05 8418795 60889 674 779 11 2 121 51 36 0 834 833 832 0943577431 09975961538
10709 84000 200E-03 145E-05 8418867 60889 677 789 11 2 128 51 36 0 844 843 842 09442467378 09976247031
10719 85000 198E-03 143E-05 8418937 60889 680 799 11 2 136 51 36 0 854 853 852 09449003517 09976525822
10729 86000 196E-03 142E-05 8418941 60889 689 809 11 2 137 51 36 0 864 863 862 09455388181 09976798144
10739 87000 193E-03 140E-05 8419891 60889 692 819 11 2 144 51 36 0 874 873 872 09461626575 0997706422
10749 88000 191E-03 138E-05 8423291 60889 692 829 11 2 154 51 36 0 884 883 882 09467723669 09977324263
10759 89000 189E-03 137E-05 8423751 60889 693 839 11 2 163 51 36 0 894 893 892 09473684211 09977578475
10809 90000 187E-03 135E-05 8424419 60889 694 849 11 2 172 51 36 0 904 903 902 09479512735 09977827051
10819 91000 185E-03 134E-05 8425325 60889 694 859 11 2 182 51 36 0 914 913 912 09485213582 09978070175
10829 92000 183E-03 132E-05 8426223 60889 694 869 11 2 192 51 36 0 924 923 922 09490790899 09978308026
10839 93000 181E-03 131E-05 8426561 60889 695 879 11 2 201 51 36 0 934 933 932 0949624866 09978540773
10849 94000 179E-03 130E-05 8427649 60889 696 889 11 2 210 51 36 0 944 943 942 09501590668 09978768577
10859 95000 177E-03 128E-05 8428241 60889 698 899 11 2 218 51 36 0 954 953 952 09506820567 09978991597
10909 96000 176E-03 127E-05 8428341 60889 699 909 11 2 227 51 36 0 964 963 962 09511941848 09979209979
10919 97000 174E-03 126E-05 8428421 60889 702 919 11 2 234 51 36 0 974 973 972 09516957862 09979423868
10929 98000 172E-03 124E-05 8428491 60889 707 929 11 2 239 51 36 0 984 983 982 09521871821 09979633401
10939 99000 170E-03 123E-05 8428529 60889 713 939 11 2 242 51 36 0 994 993 992 09526686808 0997983871
10949 100000 168E-03 122E-05 8428561 60889 721 949 11 2 244 51 36 0 1004 1003 1002 09531405783 0998003992
10959 101000 167E-03 121E-05 8428627 60889 727 959 11 2 248 51 36 0 1014 1013 1012 09536031589 09980237154
11009 102000 165E-03 119E-05 8428717 60889 731 969 11 2 254 51 36 0 1024 1023 1022 0954056696 09980430528
11019 103000 164E-03 118E-05 8428747 60889 738 979 11 2 257 51 36 0 1034 1033 1032 09545014521 09980620155
11029 104000 162E-03 117E-05 8428751 60889 746 989 11 2 259 51 36 0 1044 1043 1042 09549376798 09980806142
11039 105000 160E-03 116E-05 8429441 60889 747 999 11 2 269 51 36 0 1054 1053 1052 0955365622 09980988593
11049 106000 159E-03 115E-05 8431061 60889 747 1009 11 2 279 51 36 0 1064 1063 1062 09557855127 09981167608
11059 107000 158E-03 114E-05 8432865 60889 747 1019 11 2 289 51 36 0 1074 1073 1072 09561975769 09981343284
11109 108000 156E-03 113E-05 8435265 60889 747 1029 11 2 299 51 36 0 1084 1083 1082 09566020314 09981515712
11119 109000 155E-03 112E-05 8436525 60889 747 1039 11 2 309 51 36 0 1094 1093 1092 09569990851 09981684982
11129 110000 153E-03 111E-05 8436565 60889 753 1049 11 2 312 51 36 0 1104 1103 1102 09573889393 0998185118
11139 111000 152E-03 110E-05 8436633 60889 755 1059 11 2 321 51 36 0 1114 1113 1112 0957771788 09982014388
11149 112000 151E-03 109E-05 8437273 60889 755 1069 11 2 331 51 36 0 1124 1123 1122 09581478183 09982174688
11159 113000 183E-03 108E-05 10546482 60889 755 1079 11 2 330 51 47 0 1134 1133 1132 09488084731 09982332155
11209 114000 202E-03 107E-05 11523904 60889 755 1089 11 2 330 51 57 0 1144 1143 1142 09405074366 09982486865
11219 115000 211E-03 106E-05 12122006 60889 755 1099 11 2 330 51 67 0 1154 1153 1152 09323503903 09982638889
11229 116000 222E-03 105E-05 12902569 60889 755 1109 11 2 330 51 77 0 1164 1163 1162 09243336199 09982788296
11239 117000 221E-03 104E-05 12905622 60889 755 1119 11 2 340 51 77 0 1174 1173 1172 09249786871 09982935154
11249 118000 219E-03 103E-05 12906068 60889 755 1129 11 2 350 51 77 0 1184 1183 1182 09256128487 09983079526
11259 119000 217E-03 102E-05 12906196 60889 758 1139 11 2 357 51 77 0 1194 1193 1193 09262363789 09983235541
11309 120000 215E-03 101E-05 12906246 60889 763 1149 11 2 361 51 77 0 1204 1203 1202 09268495428 09983361065
11319 121000 213E-03 101E-05 12906262 60889 770 1159 11 2 365 51 77 0 1214 1213 1212 09274525969 0998349835
11329 122000 211E-03 998E-06 12906272 60889 777 1169 11 2 367 51 77 0 1224 1223 1222 0928045789 09983633388
11339 123000 210E-03 990E-06 12906286 60889 785 1179 11 2 369 51 77 0 1234 1233 1232 09286293593 09983766234
11349 124000 208E-03 982E-06 12906302 60889 794 1189 11 2 370 51 77 0 1244 1243 1242 09292035398 0998389694
11359 125000 206E-03 974E-06 12906332 60889 801 1199 11 2 373 51 77 0 1254 1253 1252 09297685555 09984025559
11409 126000 205E-03 967E-06 12906356 60889 809 1209 11 2 376 51 77 0 1264 1263 1262 09303246239 09984152139
11419 127000 203E-03 959E-06 12906388 60889 814 1219 11 2 381 51 77 0 1274 1273 1272 0930871956 0998427673
11429 128000 202E-03 951E-06 12906452 60889 815 1229 11 2 390 51 77 0 1284 1283 1282 0931410756 09984399376
11439 129000 200E-03 944E-06 12907164 60889 821 1239 11 2 394 51 77 0 1294 1293 1292 0931941222 09984520124
11449 130000 198E-03 937E-06 12907196 60889 826 1249 11 2 398 51 77 0 1304 1303 1302 09324635457 09984639017
11459 131000 197E-03 930E-06 12907216 60889 832 1259 11 2 402 51 77 0 1314 1313 1312 09329779132 09984756098
11509 132000 195E-03 923E-06 12907256 60889 837 1269 11 2 407 51 77 0 1324 1323 1322 09334845049 09984871407
11519 133000 194E-03 916E-06 12907300 60889 842 1279 11 2 413 51 77 0 1334 1333 1332 09339834959 09984984985
11529 134000 193E-03 909E-06 12907446 60889 842 1289 11 2 423 51 77 0 1344 1343 1342 09344750558 0998509687
11539 135000 191E-03 902E-06 12907500 60889 844 1299 11 2 431 51 77 0 1354 1353 1352 09349593496 09985207101
11549 136000 190E-03 895E-06 12907802 60889 844 1309 11 2 441 51 77 0 1364 1363 1362 09354365371 09985315712
11559 137000 188E-03 889E-06 12907944 60889 844 1319 11 2 451 51 77 0 1374 1373 1372 09359067735 09985422741
11609 138000 187E-03 882E-06 12907984 60889 847 1329 11 2 457 51 77 0 1384 1383 1382 09363702097 0998552822
11619 139000 186E-03 876E-06 12908002 60889 854 1339 11 2 461 51 77 0 1394 1393 1392 09368269921 09985632184
11629 140000 184E-03 870E-06 12908050 60889 858 1349 11 2 467 51 77 0 1404 1403 1402 0937277263 09985734665
11639 141000 183E-03 864E-06 12915334 60889 858 1359 11 2 477 51 77 0 1414 1413 1412 09377211607 09985835694
11649 142000 182E-03 858E-06 12915890 60889 858 1369 11 2 487 51 77 0 1424 1423 1422 09381588194 09985935302
11659 143000 181E-03 852E-06 12916062 60889 858 1379 11 2 496 51 77 0 1434 1433 1432 09385903699 0998603352
11709 144000 179E-03 846E-06 12916368 60889 860 1389 11 2 505 51 77 0 1444 1443 1442 0939015939 09986130374
11719 145000 178E-03 840E-06 12917424 60889 860 1399 11 2 515 51 77 0 1454 1453 1452 09394356504 09986225895
11729 146000 177E-03 834E-06 12917612 60889 860 1409 11 2 525 51 77 0 1464 1463 1462 09398496241 09986320109
11739 147000 176E-03 828E-06 12919282 60889 860 1419 11 2 535 51 77 0 1474 1473 1472 09402579769 09986413043
11749 148000 175E-03 823E-06 12919502 60889 861 1429 11 2 544 51 77 0 1484 1483 1482 09406608227 09986504723
11759 149000 173E-03 817E-06 12920094 60889 862 1439 11 2 553 51 77 0 1494 1493 1492 09410582719 09986595174
11809 150000 172E-03 812E-06 12920542 60889 862 1449 11 2 563 51 77 0 1504 1503 1502 09414504325 09986684421
11819 151000 171E-03 807E-06 12921018 60889 862 1459 11 2 573 51 77 0 1514 1513 1512 09418374091 09986772487
11829 152000 170E-03 801E-06 12921360 60889 862 1469 11 2 583 51 77 0 1524 1523 1522 0942219304 09986859396
11839 153000 169E-03 796E-06 12950485 60889 862 1479 13 2 593 51 77 0 1534 1533 1532 09412915851 0998694517
11849 154000 168E-03 791E-06 12953417 60889 862 1489 13 2 603 51 77 0 1544 1543 1542 09416720674 09987029831
11859 155000 167E-03 786E-06 12955543 60889 862 1499 13 2 613 51 77 0 1554 1553 1552 09420476497 09987113402
11909 156000 166E-03 781E-06 12955837 60889 863 1509 13 2 622 51 77 0 1564 1563 1562 09424184261 09987195903
11919 157000 165E-03 776E-06 12958545 60917 863 1517 13 2 632 53 77 0 1574 1573 1572 09427844882 09987277354
11929 158000 164E-03 771E-06 12958685 60917 866 1527 13 2 639 53 77 0 1584 1583 1582 09431459255 09987357775
11939 159000 163E-03 766E-06 12961813 60917 866 1537 13 2 649 53 77 0 1594 1593 1592 09435028249 09987437186
11949 160000 162E-03 761E-06 12964137 60917 866 1547 13 2 659 53 77 0 1604 1603 1602 09438552714 09987515605
11959 161000 161E-03 757E-06 12965119 60917 866 1557 13 2 669 53 77 0 1614 1613 1612 09442033478 09987593052
12009 162000 160E-03 752E-06 12965901 60917 866 1567 13 2 679 53 77 0 1624 1623 1622 09445471349 09987669544
12019 163000 159E-03 747E-06 12966433 60917 867 1577 13 2 688 53 77 0 1634 1633 1632 09448867116 09987745098
12029 164000 158E-03 743E-06 12968037 60917 867 1587 13 2 698 53 77 0 1644 1643 1642 09452221546 09987819732
12039 165000 157E-03 738E-06 12968811 60917 867 1597 13 2 708 53 77 0 1654 1653 1652 0945553539 09987893462
12049 166000 156E-03 734E-06 12969943 60917 867 1607 13 2 718 53 77 0 1664 1663 1662 09458809381 09987966306
12059 167000 155E-03 730E-06 12970133 60917 867 1617 13 2 728 53 77 0 1674 1673 1672 09462044232 09988038278
12109 168000 154E-03 725E-06 12970893 60917 867 1627 13 2 738 53 77 0 1684 1683 1682 09465240642 09988109394
12119 169000 153E-03 721E-06 12972463 60917 867 1637 13 2 748 53 77 0 1694 1693 1692 09468399291 09988179669
12129 170000 153E-03 717E-06 12973469 60917 867 1647 13 2 758 53 77 0 1704 1703 1702 09471520846 09988249119
12139 171000 152E-03 713E-06 12974725 60917 867 1657 13 2 768 53 77 0 1714 1713 1712 09474605954 09988317757
12149 172000 151E-03 708E-06 12977483 60917 867 1667 13 2 778 53 77 0 1724 1723 1722 09477655252 09988385598
12159 173000 150E-03 704E-06 12988390 60917 867 1677 14 2 788 53 77 0 1734 1733 1732 09474899019 09988452656
12209 174000 149E-03 700E-06 12992040 60917 867 1687 14 2 798 53 77 0 1744 1743 1742 09477911647 09988518944
12219 175000 148E-03 696E-06 12993836 60917 867 1697 14 2 808 53 77 0 1754 1753 1752 09480889903 09988584475
12229 176000 148E-03 692E-06 12995140 60917 867 1707 14 2 818 53 77 0 1764 1763 1762 09483834373 09988649262
12239 177000 147E-03 688E-06 12997858 60917 867 1717 14 2 828 53 77 0 1774 1773 1772 09486745629 09988713318
12249 178000 146E-03 684E-06 13000280 60917 867 1727 14 2 838 53 77 0 1784 1783 1782 09489624229 09988776655
12259 179000 145E-03 681E-06 13000986 60917 867 1737 14 2 848 53 77 0 1794 1793 1792 09492470719 09988839286
12309 180000 144E-03 677E-06 13006560 60917 867 1747 14 2 858 53 77 0 1804 1803 1802 09495285635 09988901221
12319 181000 144E-03 673E-06 13009966 60917 867 1757 14 2 868 53 77 0 1814 1813 1812 09498069498 09988962472
12329 182000 143E-03 669E-06 13013370 60917 867 1767 14 2 878 53 77 0 1824 1823 1822 0950082282 09989023052
12339 183000 142E-03 666E-06 13019200 60917 867 1777 14 2 888 53 77 0 1834 1833 1832 09503546099 09989082969
12349 184000 142E-03 662E-06 13022478 60917 867 1787 14 2 898 53 77 0 1844 1843 1842 09506239826 09989142237
12359 185000 141E-03 659E-06 13026006 60917 867 1797 14 2 908 53 77 0 1854 1853 1852 09508904479 09989200864
12409 186000 140E-03 655E-06 13028008 60917 867 1807 14 2 918 53 77 0 1864 1863 1862 09511540526 09989258861
12419 187000 139E-03 652E-06 13031052 60917 867 1817 14 2 928 53 77 0 1874 1873 1872 09514148425 09989316239
12429 188000 139E-03 648E-06 13035850 60917 867 1827 14 2 938 53 77 0 1884 1883 1882 09516728625 09989373007
12439 189000 138E-03 645E-06 13054558 60917 867 1837 15 2 948 53 77 0 1894 1893 1892 09513998943 09989429175
12449 190000 138E-03 641E-06 13070358 60917 867 1847 15 2 958 53 77 0 1904 1903 1902 09516552811 09989484753
12459 191000 137E-03 638E-06 13076908 60917 867 1857 15 2 968 53 77 0 1914 1913 1912 09519079979 09989539749
12509 192000 136E-03 635E-06 13078830 60917 867 1867 15 2 978 53 77 0 1924 1923 1922 09521580863 09989594173
12519 193000 136E-03 631E-06 13080042 60917 867 1877 15 2 988 53 77 0 1934 1933 1932 09524055872 09989648033
12529 194000 135E-03 628E-06 13082014 60917 867 1887 15 2 998 53 77 0 1944 1943 1942 09526505404 09989701339
12539 195000 134E-03 625E-06 13082710 60919 867 1896 15 2 1008 54 77 0 1954 1953 1952 09528929852 09989754098
12549 196000 133E-03 622E-06 13084412 60919 867 1906 15 2 1018 54 77 0 1964 1963 1962 09531329598 0998980632
12559 197000 133E-03 619E-06 13094909 60929 867 1913 16 2 1028 57 77 0 1974 1973 1972 09528636594 09989858012
12609 198000 133E-03 615E-06 13165973 60931 867 1922 21 2 1038 58 77 0 1984 1983 1982 09505799294 09989909183
12619 199000 150E-03 612E-06 15925826 60939 867 1929 28 2 1048 61 77 0 1994 1993 1992 09473156046 09989959839
12629 200000 212E-03 609E-06 21779923 60947 867 1936 23 2 1042 64 93 0 2004 2003 2002 09420868697 0999000999
12639 201000 323E-03 607E-06 32657370 60965 867 1941 23 2 1042 70 103 0 2014 2013 2012 09374068554 09990059642
12649 202000 454E-03 604E-06 45898031 61053 867 1944 23 2 1042 77 113 0 2024 2023 2022 09327731092 09990108803
12659 203000 452E-03 603E-06 45904033 61223 867 1945 23 2 1053 86 112 0 2034 2033 2032 09335956714 0999015748
12709 204000 486E-03 603E-06 49793500 61471 867 1945 29 2 1063 96 112 0 2044 2043 2043 09309838473 09990210475
12719 205000 662E-03 601E-06 69086529 61639 867 1945 23 2 1056 106 129 0 2054 2053 2052 09259620068 09990253411
12729 206000 901E-03 600E-06 93851104 61827 867 1945 23 2 1056 116 139 0 2064 2063 2062 09214735822 09990300679
12739 207000 114E-02 600E-06 118870561 62105 867 1945 23 2 1056 126 149 0 2074 2073 2072 09170284612 0999034749
12749 208000 137E-02 609E-06 143968305 63907 867 1945 23 2 1056 136 159 0 2084 2083 2082 09126260202 09990393852
12759 209000 161E-02 204E-05 168991872 215373 867 1945 23 11 1056 146 169 0 2094 2093 2093 09082656474 0994744386
12809 210000 184E-02 236E-05 193965216 249045 867 1945 23 13 1056 156 179 0 2104 2103 2102 09039467427 09938154139
12819 211000 206E-02 259E-05 218989101 276945 867 1945 23 16 1056 166 189 0 2114 2113 2113
12829 212000 229E-02 150E-03 243962303 17010756 867 1945 23 13 1056 163 199 14 2124 2123 2122
12839 213000 251E-02 379E-03 268810939 41387129 867 1945 23 13 1056 163 209 23 2134 2133 2132
12849 214000 274E-02 612E-03 293983858 66553166 867 1945 23 13 1056 163 219 34 2144 2143 2142
12859 215000 296E-02 839E-03 318932313 91502733 867 1945 23 13 1056 163 229 44 2154 2153 2153
12909 216000 317E-02 891E-03 343805753 96245442 867 1945 23 13 1056 163 239 53 2164 2163 2162
12919 217000 339E-02 894E-03 368754298 96987496 867 1945 23 13 1056 163 249 63 2174 2173 2172
12929 218000 360E-02 894E-03 393802939 97498851 867 1945 23 13 1056 163 259 73 2184 2183 2182
0 0
10 10
20 20
30 30
40 40
50 50
60 60
70 70
80 80
90 90
100 100
110 110
120 120
130 130
140 140
150 150
160 160
170 170
180 180
190 190
200 200
210 210
220 220
230 230
240 240
250 250
260 260
270 270
280 280
290 290
300 300
310 310
320 320
330 330
340 340
350 350
360 360
370 370
380 380
390 390
400 400
410 410
420 420
430 430
440 440
450 450
460 460
470 470
480 480
490 490
500 500
510 510
520 520
530 530
540 540
550 550
560 560
570 570
580 580
590 590
600 600
610 610
620 620
630 630
640 640
650 650
660 660
670 670
680 680
690 690
700 700
710 710
720 720
730 730
740 740
750 750
760 760
770 770
780 780
790 790
800 800
810 810
820 820
830 830
840 840
850 850
860 860
870 870
880 880
890 890
900 900
910 910
920 920
930 930
940 940
950 950
960 960
970 970
980 980
990 990
1000 1000
1010 1010
1020 1020
1030 1030
1040 1040
1050 1050
1060 1060
1070 1070
1080 1080
1090 1090
1100 1100
1110 1110
1120 1120
1130 1130
1140 1140
1150 1150
1160 1160
1170 1170
1180 1180
1190 1190
1200 1200
1210 1210
1220 1220
1230 1230
1240 1240
1250 1250
1260 1260
1270 1270
1280 1280
1290 1290
1300 1300
1310 1310
1320 1320
1330 1330
1340 1340
1350 1350
1360 1360
1370 1370
1380 1380
1390 1390
1400 1400
1410 1410
1420 1420
1430 1430
1440 1440
1450 1450
1460 1460
1470 1470
1480 1480
1490 1490
1500 1500
1510 1510
1520 1520
1530 1530
1540 1540
1550 1550
1560 1560
1570 1570
1580 1580
1590 1590
1600 1600
1610 1610
1620 1620
1630 1630
1640 1640
1650 1650
1660 1660
1670 1670
1680 1680
1690 1690
1700 1700
1710 1710
1720 1720
1730 1730
1740 1740
1750 1750
1760 1760
1770 1770
1780 1780
1790 1790
1800 1800
1810 1810
1820 1820
1830 1830
1840 1840
1850 1850
1860 1860
1870 1870
1880 1880
1890 1890
1900 1900
1910 1910
1920 1920
1930 1930
1940 1940
1950 1950
1960 1960
1970 1970
1980 1980
1990 1990
2000 2000
2010 2010
2020 2020
2030 2030
2040 2040
2050 2050
2060 2060
2070 2070
2080 2080
2090 2090
2100 2100
2110 2110
2120 2120
2130 2130
2140 2140
2150 2150
2160 2160
2170 2170
2180 2180
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0036912963 0036912963 0036912963
00370288194 00370288194 00370288194
00371444444 00371444444 00371444444
00372601852 00372601852 00372601852
00373759259 00373759259 00373759259
00374916667 00374916667 00374916667
00376074074 00376074074 00376074074
00377231481 00377231481 00377231481
00378390046 00378390046 00378390046
00379546296 00379546296 00379546296
00380704861 00380704861 00380704861
00381861111 00381861111 00381861111
00383018519 00383018519 00383018519
00384175926 00384175926 00384175926
00385333333 00385333333 00385333333
00386490741 00386490741 00386490741
00387648148 00387648148 00387648148
00388806713 00388806713 00388806713
00389962963 00389962963 00389962963
0039112037 0039112037 0039112037
00392277778 00392277778 00392277778
00393435185 00393435185 00393435185
00394592593 00394592593 00394592593
0039575 0039575 0039575
00396907407 00396907407 00396907407
00398064815 00398064815 00398064815
0039922338 0039922338 0039922338
0040037963 0040037963 0040037963
00401537037 00401537037 00401537037
00402694444 00402694444 00402694444
00403851852 00403851852 00403851852
00405009259 00405009259 00405009259
00406166667 00406166667 00406166667
00407325231 00407325231 00407325231
00408481481 00408481481 00408481481
00409638889 00409638889 00409638889
00410796296 00410796296 00410796296
00411953704 00411953704 00411953704
00413112269 00413112269 00413112269
00414268519 00414268519 00414268519
00415427083 00415427083 00415427083
00416583333 00416583333 00416583333
00417741898 00417741898 00417741898
00418898148 00418898148 00418898148
00420055556 00420055556 00420055556
00421212963 00421212963 00421212963
0042237037 0042237037 0042237037
00423528935 00423528935 00423528935
00424685185 00424685185 00424685185
0042584375 0042584375 0042584375
00427 00427 00427
00428157407 00428157407 00428157407
00429314815 00429314815 00429314815
00430472222 00430472222 00430472222
0043162963 0043162963 0043162963
00432787037 00432787037 00432787037
00433945602 00433945602 00433945602
00435101852 00435101852 00435101852
00436260417 00436260417 00436260417
00437416667 00437416667 00437416667
00438574074 00438574074 00438574074
00439731481 00439731481 00439731481
00440888889 00440888889 00440888889
00442046296 00442046296 00442046296
00443203704 00443203704 00443203704
00444362269 00444362269 00444362269
00445518519 00445518519 00445518519
00446675926 00446675926 00446675926
00447833333 00447833333 00447833333
00448990741 00448990741 00448990741
00450148148 00450148148 00450148148
00451305556 00451305556 00451305556
0045246412 0045246412 0045246412
0045362037 0045362037 0045362037
00454778935 00454778935 00454778935
00455935185 00455935185 00455935185
00457092593 00457092593 00457092593
0045825 0045825 0045825
00459407407 00459407407 00459407407
00460565972 00460565972 00460565972
00461722222 00461722222 00461722222
00462880787 00462880787 00462880787
00464037037 00464037037 00464037037
00465195602 00465195602 00465195602
00466351852 00466351852 00466351852
00467509259 00467509259 00467509259
00468667824 00468667824 00468667824
00469824074 00469824074 00469824074
00470982639 00470982639 00470982639
00472138889 00472138889 00472138889
00473297454 00473297454 00473297454
00474453704 00474453704 00474453704
00475611111 00475611111 00475611111
00476768519 00476768519 00476768519
00477925926 00477925926 00477925926
00479084491 00479084491 00479084491
00480240741 00480240741 00480240741
00481399306 00481399306 00481399306
00482555556 00482555556 00482555556
0048371412 0048371412 0048371412
0048487037 0048487037 0048487037
00486027778 00486027778 00486027778
00487186343 00487186343 00487186343
00488342593 00488342593 00488342593
00489501157 00489501157 00489501157
00490657407 00490657407 00490657407
00491815972 00491815972 00491815972
00492972222 00492972222 00492972222
0049412963 0049412963 0049412963
00495287037 00495287037 00495287037
00496444444 00496444444 00496444444
00497603009 00497603009 00497603009
00498759259 00498759259 00498759259
00499917824 00499917824 00499917824
00501074074 00501074074 00501074074
00502232639 00502232639 00502232639
00503388889 00503388889 00503388889
00504546296 00504546296 00504546296
00505704861 00505704861 00505704861
00506861111 00506861111 00506861111
00508019676 00508019676 00508019676
00509175926 00509175926 00509175926
00510334491 00510334491 00510334491
00511490741 00511490741 00511490741
00512648148 00512648148 00512648148
00513806713 00513806713 00513806713
00514962963 00514962963 00514962963
00516121528 00516121528 00516121528
00517277778 00517277778 00517277778
00518436343 00518436343 00518436343
00519592593 00519592593 00519592593
00520751157 00520751157 00520751157
00521907407 00521907407 00521907407
00523064815 00523064815 00523064815
00524222222 00524222222 00524222222
0052537963 0052537963 0052537963
00526538194 00526538194 00526538194
00527694444 00527694444 00527694444
00528853009 00528853009 00528853009
00530009259 00530009259 00530009259
00531166667 00531166667 00531166667
00532324074 00532324074 00532324074
00533481481 00533481481 00533481481
00534640046 00534640046 00534640046
00535796296 00535796296 00535796296
00536954861 00536954861 00536954861
00538111111 00538111111 00538111111
00539269676 00539269676 00539269676
00540425926 00540425926 00540425926
00541583333 00541583333 00541583333
00542741898 00542741898 00542741898
00543898148 00543898148 00543898148
00545056713 00545056713 00545056713
00546212963 00546212963 00546212963
00547371528 00547371528 00547371528
00548527778 00548527778 00548527778
00549685185 00549685185 00549685185
00550842593 00550842593 00550842593
00552 00552 00552
00553158565 00553158565 00553158565
00554314815 00554314815 00554314815
0055547338 0055547338 0055547338
0055662963 0055662963 0055662963
00557788194 00557788194 00557788194
00558944444 00558944444 00558944444
00560101852 00560101852 00560101852
00561260417 00561260417 00561260417
00562416667 00562416667 00562416667
00563575231 00563575231 00563575231
00564731481 00564731481 00564731481
00565890046 00565890046 00565890046
00567046296 00567046296 00567046296
00568203704 00568203704 00568203704
00569361111 00569361111 00569361111
00570518519 00570518519 00570518519
00571677083 00571677083 00571677083
00572833333 00572833333 00572833333
00573991898 00573991898 00573991898
00575148148 00575148148 00575148148
00576306713 00576306713 00576306713
00577462963 00577462963 00577462963
0057862037 0057862037 0057862037
00579777778 00579777778 00579777778
00580935185 00580935185 00580935185
0058209375 0058209375 0058209375
0058325 0058325 0058325
00584408565 00584408565 00584408565
00585564815 00585564815 00585564815
00586722222 00586722222 00586722222
00587880787 00587880787 00587880787
00589037037 00589037037 00589037037
00590195602 00590195602 00590195602
00591351852 00591351852 00591351852
00592510417 00592510417 00592510417
00593666667 00593666667 00593666667
00594825231 00594825231 00594825231
00595981481 00595981481 00595981481
00597138889 00597138889 00597138889
00598297454 00598297454 00598297454
00599453704 00599453704 00599453704
00600612269 00600612269 00600612269
00601768519 00601768519 00601768519
00602927083 00602927083 00602927083
00604083333 00604083333 00604083333
00605240741 00605240741 00605240741
00606399306 00606399306 00606399306
00607555556 00607555556 00607555556
0060871412 0060871412 0060871412
0060987037 0060987037 0060987037
00611028935 00611028935 00611028935
00612185185 00612185185 00612185185
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0061334375 0061334375
006145 006145
00615657407 00615657407
00616815972 00616815972
00617972222 00617972222
00619130787 00619130787
00620287037 00620287037
00621445602 00621445602
0036912963
00370288194
00371444444
00372601852
00373759259
00374916667
00376074074
00377231481
00378390046
00379546296
00380704861
00381861111
00383018519
00384175926
00385333333
00386490741
00387648148
00388806713
00389962963
0039112037
00392277778
00393435185
00394592593
0039575
00396907407
00398064815
0039922338
0040037963
00401537037
00402694444
00403851852
00405009259
00406166667
00407325231
00408481481
00409638889
00410796296
00411953704
00413112269
00414268519
00415427083
00416583333
00417741898
00418898148
00420055556
00421212963
0042237037
00423528935
00424685185
0042584375
00427
00428157407
00429314815
00430472222
0043162963
00432787037
00433945602
00435101852
00436260417
00437416667
00438574074
00439731481
00440888889
00442046296
00443203704
00444362269
00445518519
00446675926
00447833333
00448990741
00450148148
00451305556
0045246412
0045362037
00454778935
00455935185
00457092593
0045825
00459407407
00460565972
00461722222
00462880787
00464037037
00465195602
00466351852
00467509259
00468667824
00469824074
00470982639
00472138889
00473297454
00474453704
00475611111
00476768519
00477925926
00479084491
00480240741
00481399306
00482555556
0048371412
0048487037
00486027778
00487186343
00488342593
00489501157
00490657407
00491815972
00492972222
0049412963
00495287037
00496444444
00497603009
00498759259
00499917824
00501074074
00502232639
00503388889
00504546296
00505704861
00506861111
00508019676
00509175926
00510334491
00511490741
00512648148
00513806713
00514962963
00516121528
00517277778
00518436343
00519592593
00520751157
00521907407
00523064815
00524222222
0052537963
00526538194
00527694444
00528853009
00530009259
00531166667
00532324074
00533481481
00534640046
00535796296
00536954861
00538111111
00539269676
00540425926
00541583333
00542741898
00543898148
00545056713
00546212963
00547371528
00548527778
00549685185
00550842593
00552
00553158565
00554314815
0055547338
0055662963
00557788194
00558944444
00560101852
00561260417
00562416667
00563575231
00564731481
00565890046
00567046296
00568203704
00569361111
00570518519
00571677083
00572833333
00573991898
00575148148
00576306713
00577462963
0057862037
00579777778
00580935185
0058209375
0058325
00584408565
00585564815
00586722222
00587880787
00589037037
00590195602
00591351852
00592510417
00593666667
00594825231
00595981481
00597138889
00598297454
00599453704
00600612269
00601768519
00602927083
00604083333
00605240741
00606399306
00607555556
0060871412
0060987037
00611028935
00612185185
Page 2: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom2

Course Outline ndash Day 2

Demodulation Trellis vs Single-Symbol Data Quality Metric Diversity Combining Synchronization

Channel Impairments Adjacent Channel Interference Multipath Propagation

Impairment Mitigation Techniques Adaptive Equalization Best Source Selection

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom3

Side by Side SummaryTier M αi h g(t) 999

BW0 2 -1 +1 07 Normalized impulse response of a high order

Bessel filter with 3 dB bandwidth = 07 bit rate203

I 3 -1 0 +1 05 Normalized windowed impulse response of a spectral raised cosine 8 bits long

098

II 4 -3 -1 +1 +3 416 516 Normalized raised cosine 3 symbols (6 bits) long 075

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom4

BER Performance Comparison

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom5

Todayrsquos Modulation Tour

Data Quality Metric (DQM)

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom7

How to Assess Data Quality Measured BER is not practical

Requires known data in the stream ndash not possible with encryption Takes a long time to measure low BERs

Bit error probability (BEP) howeverhellip Does not require any known data Can be determined quickly and accurately from demodulator statistics Is an unbiased quality metric regardless of channel impairments When calibrated per a standardized procedure DQM based on BEP allows DQE

from multiple vendors to interoperate

Each vendor can use their own algorithm for developing BEP DQM is calculated directly from BEP

Use of Likelihood Ratio leads to maximum likelihood BSS algorithms Converted to 16-bit integer on log scale

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom8

Definition of DQM Start with BEP derived within demod Likelihood Ratio (LR) = (1 - BEP) BEP DQM = min (round (log10 (LR) 12 (2^16)) 2^16 -1)

16-bit unsigned integer ranges from 0 to 65535

Easily reversed LR = 10^(-12 DQM 2^16) BEP = 1 (1 + LR)

Define ldquoQrdquo as the ldquoUserrsquos DQMrdquo Q = 12 DQM 65535 Represents the exponent of 10 in the BEP Examples

Q = 3 BEP = 1e-3 Q = 7 BEP = 1e-7

Arbitrarily cap Q at ldquoa perfect 10rdquo

BEP LR DQM Q05 100 0 000

1E-01 111111E-01 5211 0951E-02 101010E-02 10899 2001E-03 100100E-03 16382 3001E-04 100010E-04 21845 4001E-05 100001E-05 27307 5001E-06 100000E-06 32768 6001E-07 100000E-07 38229 7001E-08 100000E-08 43691 8001E-09 100000E-09 49152 9001E-10 100000E-10 54613 10001E-11 100000E-11 60075 10001E-12 100000E-12 65535 1000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom9

DQE Format

Header 16-bit sync pattern (0xFAC4)

MSB first 1111101011000100 8-bit reserved word potentially for packet header version number (currently 0) 8-bit reserved word potentially for source ID tag (currently 0) 16-bit DQM

Payload data User selectable length (128 le N le 16536) Defaults to 4096

16-bitSync

Pattern 8-bi

tW

ord 16-bitDQM N bits of payload data (128 le N le 16536)8-

bit

Wor

d

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom10

Calibration of DQM Calibrate DQM under various channel impairments

AWGN ndash static level AWGN ndash dynamic level (step response) Dropouts In-band and adjacent channel interference Phase noise Timing jitter Static multipath

Test procedures are being developed to evaluate accuracy of DQM Targeted for inclusion in IRIG 118

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom11

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom12

DQM Calibration in AWGN Required as a baseline for all other tests

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom13

DQM Step Response Assesses timeliness of DQM values UUT stays synchronized during test

One block at each step is a blend of the two states

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom14

DQM Fade Recovery Includes UUT synchronization time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom15

DQM Interference Test Interference is not AWGN but it causes bit errors

Diversity Combining

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom17

Maximal Ratio Combining Many telemetry systems utilize diversity reception

Frequency separation using two transmitter Orthogonal polarizations using cross-polarized antenna feeds

Combining two (or more) copies of the same signal Diversity combining Creates a third signal to be demodulated BER performance of third signal is better than either of the individual signals

Special case ndash the leading use of diversity Linearly polarized transmit antenna on test article ndash could be at any orientation Left-hand and right-hand circularly polarized receive antennas Each receive antenna loses half the transmit power Diversity combiner puts it all back together eliminating the polarization loss Frequency diversity works the same way but uses twice the bandwidth

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom18

Maximal Ratio Combining

Weight each signal in proportion to its SNR and add Yields optimum SNR on combined channel in AWGN SNRcombined = SNRa + SNRb

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom19

Maximal Ratio Combining

Jump to file diversity-combiner-videomp4 Or click to view on our website Combining Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom20

BER Results - Fading Signals

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom21

Measured Combiner BER - Tier 0

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom22

Measured Combiner BER - Tier I

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom23

Measured Combiner BER - Tier II

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom24

Combiner Summary Receive-side processing

No transmitter impact

Phase aligns the signals Forms weighted sum of two inputs SNR of the weighted sum is at least as high as the better signal May be as much as 3 dB higher (equal input case) Conventional combiner design assumes signals are time-aligned

Performance falls off rapidly with increasing time skew Combiner will probably fail altogether at plusmn frac12 bit time skew

Some combiners do both phase alignment and time alignment Supports operation with spatially separated antennas

If you have access to two copies of the signal use them

Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom26

Telemetry Channels are Bursty

Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude

00E+00

50E+06

10E+07

15E+07

20E+07

25E+07

0 500 1000 1500 2000 2500

Elapsed Time - Seconds

Bit

Erro

rs

ERR NDERR DBS

Figure from Robert Jefferis Tybrin Edwards AFB Reprinted by permission of the author

In a typical flight test the vast majority of bit errors occur at dropouts

Chart3 (2)

LA DBS
1
1
1
096875
09761904762
09807692308
09838709677
09861111111
0987804878
09891304348
09901960784
09910714286
09918032787
09924242424
09929577465
09934210526
09938271605
09941860465
09945054945
09947916667
0995049505
09952830189
09954954955
09956896552
09958677686
0996031746
09961832061
09963235294
09964539007
09965753425
09966887417
09967948718
09968944099
09969879518
09970760234
09971590909
09972375691
0997311828
0997382199
09974489796
09975124378
09975728155
09976303318
09976851852
09977375566
09977876106
09956709957
09957627119
09958506224
09959349593
09960159363
099609375
09961685824
09962406015
09963099631
09963768116
09964412811
09965034965
09965635739
09966216216
09966777409
09967320261
09967845659
0996835443
09968847352
09969325153
0996978852
09970238095
09970674487
09971098266
09971509972
09971910112
09972299169
09972677596
09973045822
09973404255
09973753281
09974093264
09974424552
09974747475
09975062344
09975369458
099756691
09975961538
09976247031
09976525822
09976798144
0997706422
09977324263
09977578475
09977827051
09978070175
09978308026
09978540773
09978768577
09978991597
09979209979
09979423868
09979633401
0997983871
0998003992
09980237154
09980430528
09980620155
09980806142
09980988593
09981167608
09981343284
09981515712
09981684982
0998185118
09982014388
09982174688
09982332155
09982486865
09982638889
09982788296
09982935154
09983079526
09983235541
09983361065
0998349835
09983633388
09983766234
0998389694
09984025559
09984152139
0998427673
09984399376
09984520124
09984639017
09984756098
09984871407
09984984985
0998509687
09985207101
09985315712
09985422741
0998552822
09985632184
09985734665
09985835694
09985935302
0998603352
09986130374
09986225895
09986320109
09986413043
09986504723
09986595174
09986684421
09986772487
09986859396
0998694517
09987029831
09987113402
09987195903
09987277354
09987357775
09987437186
09987515605
09987593052
09987669544
09987745098
09987819732
09987893462
09987966306
09988038278
09988109394
09988179669
09988249119
09988317757
09988385598
09988452656
09988518944
09988584475
09988649262
09988713318
09988776655
09988839286
09988901221
09988962472
09989023052
09989082969
09989142237
09989200864
09989258861
09989316239
09989373007
09989429175
09989484753
09989539749
09989594173
09989648033
09989701339
09989754098
0998980632
09989858012
09989909183
09989959839
0999000999
09990059642
09990108803
0999015748
09990210475
09990253411
09990300679
0999034749
09990393852
0994744386
09938154139

Chart1

EFS ND
EFS DBS
1
0
11
6
21
16
31
24
41
34
50
43
59
52
69
62
79
72
88
81
97
90
106
99
115
108
124
117
134
127
141
134
149
142
158
151
165
158
174
167
184
177
193
186
202
195
211
204
220
213
229
222
239
232
246
240
253
247
261
255
271
265
280
274
290
284
299
293
308
302
318
312
327
321
337
331
346
340
356
350
363
357
372
366
381
375
390
384
399
393
409
403
413
410
419
420
421
430
421
440
421
450
435
460
444
470
453
480
462
490
472
500
481
510
488
520
496
530
506
540
516
550
526
560
536
570
543
580
553
590
562
600
572
610
581
620
591
630
600
640
608
650
617
660
623
670
626
680
636
690
639
700
639
710
639
720
642
730
646
740
651
750
659
760
667
769
674
779
677
789
680
799
689
809
692
819
692
829
693
839
694
849
694
859
694
869
695
879
696
889
698
899
699
909
702
919
707
929
713
939
721
949
727
959
731
969
738
979
746
989
747
999
747
1009
747
1019
747
1029
747
1039
753
1049
755
1059
755
1069
755
1079
755
1089
755
1099
755
1109
755
1119
755
1129
758
1139
763
1149
770
1159
777
1169
785
1179
794
1189
801
1199
809
1209
814
1219
815
1229
821
1239
826
1249
832
1259
837
1269
842
1279
842
1289
844
1299
844
1309
844
1319
847
1329
854
1339
858
1349
858
1359
858
1369
858
1379
860
1389
860
1399
860
1409
860
1419
861
1429
862
1439
862
1449
862
1459
862
1469
862
1479
862
1489
862
1499
863
1509
863
1517
866
1527
866
1537
866
1547
866
1557
866
1567
867
1577
867
1587
867
1597
867
1607
867
1617
867
1627
867
1637
867
1647
867
1657
867
1667
867
1677
867
1687
867
1697
867
1707
867
1717
867
1727
867
1737
867
1747
867
1757
867
1767
867
1777
867
1787
867
1797
867
1807
867
1817
867
1827
867
1837
867
1847
867
1857
867
1867
867
1877
867
1887
867
1896
867
1906
867
1913
867
1922
867
1929
867
1936
867
1941
867
1944
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945

Chart2

SES ND
SES DBS
UNA ND
Time hrminsec
Severe Error Seconds
SES and UNA Accumulation HistoryARTM flight 78 Eastbound Supersonic Corridor
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
3
2
0
6
2
0
13
2
0
11
2
13
11
2
23
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
28
11
2
38
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
47
11
2
57
11
2
67
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
16
2
77
21
2
77
28
2
77
23
2
93
23
2
103
23
2
113
23
2
112
29
2
112
23
2
129
23
2
139
23
2
149
23
2
159
23
11
169
23
13
179

Chart3

LA ND
LA DBS
1
1
1
1
1
1
1
096875
1
09761904762
1
09807692308
1
09838709677
1
09861111111
1
0987804878
1
09891304348
1
09901960784
1
09910714286
1
09918032787
1
09924242424
1
09929577465
1
09934210526
1
09938271605
1
09941860465
1
09945054945
1
09947916667
1
0995049505
1
09952830189
1
09954954955
1
09956896552
1
09958677686
1
0996031746
1
09961832061
1
09963235294
1
09964539007
1
09965753425
1
09966887417
1
09967948718
1
09968944099
1
09969879518
1
09970760234
1
09971590909
1
09972375691
1
0997311828
1
0997382199
1
09974489796
1
09975124378
1
09975728155
1
09976303318
1
09976851852
1
09977375566
1
09977876106
09935205184
09956709957
09873150106
09957627119
09730848861
09958506224
09513184584
09959349593
09324055666
09960159363
09454191033
099609375
09464627151
09961685824
0947467167
09962406015
09484346225
09963099631
09493670886
09963768116
09502664298
09964412811
09511343805
09965034965
09519725557
09965635739
09527824621
09966216216
09535655058
09966777409
09543230016
09967320261
09550561798
09967845659
09557661927
0996835443
09564541213
09968847352
09571209801
09969325153
09577677225
0996978852
09583952452
09970238095
09590043924
09970674487
09595959596
09971098266
0960170697
09971509972
09607293128
09971910112
09612724758
09972299169
09618008186
09972677596
09623149394
09973045822
0962815405
09973404255
09488859764
09973753281
0936610608
09974093264
09399744572
09974424552
09407313997
09974747475
09414694894
09975062344
09421894219
09975369458
09428918591
099756691
0943577431
09975961538
09442467378
09976247031
09449003517
09976525822
09455388181
09976798144
09461626575
0997706422
09467723669
09977324263
09473684211
09977578475
09479512735
09977827051
09485213582
09978070175
09490790899
09978308026
0949624866
09978540773
09501590668
09978768577
09506820567
09978991597
09511941848
09979209979
09516957862
09979423868
09521871821
09979633401
09526686808
0997983871
09531405783
0998003992
09536031589
09980237154
0954056696
09980430528
09545014521
09980620155
09549376798
09980806142
0955365622
09980988593
09557855127
09981167608
09561975769
09981343284
09566020314
09981515712
09569990851
09981684982
09573889393
0998185118
0957771788
09982014388
09581478183
09982174688
09488084731
09982332155
09405074366
09982486865
09323503903
09982638889
09243336199
09982788296
09249786871
09982935154
09256128487
09983079526
09262363789
09983235541
09268495428
09983361065
09274525969
0998349835
0928045789
09983633388
09286293593
09983766234
09292035398
0998389694
09297685555
09984025559
09303246239
09984152139
0930871956
0998427673
0931410756
09984399376
0931941222
09984520124
09324635457
09984639017
09329779132
09984756098
09334845049
09984871407
09339834959
09984984985
09344750558
0998509687
09349593496
09985207101
09354365371
09985315712
09359067735
09985422741
09363702097
0998552822
09368269921
09985632184
0937277263
09985734665
09377211607
09985835694
09381588194
09985935302
09385903699
0998603352
0939015939
09986130374
09394356504
09986225895
09398496241
09986320109
09402579769
09986413043
09406608227
09986504723
09410582719
09986595174
09414504325
09986684421
09418374091
09986772487
0942219304
09986859396
09412915851
0998694517
09416720674
09987029831
09420476497
09987113402
09424184261
09987195903
09427844882
09987277354
09431459255
09987357775
09435028249
09987437186
09438552714
09987515605
09442033478
09987593052
09445471349
09987669544
09448867116
09987745098
09452221546
09987819732
0945553539
09987893462
09458809381
09987966306
09462044232
09988038278
09465240642
09988109394
09468399291
09988179669
09471520846
09988249119
09474605954
09988317757
09477655252
09988385598
09474899019
09988452656
09477911647
09988518944
09480889903
09988584475
09483834373
09988649262
09486745629
09988713318
09489624229
09988776655
09492470719
09988839286
09495285635
09988901221
09498069498
09988962472
0950082282
09989023052
09503546099
09989082969
09506239826
09989142237
09508904479
09989200864
09511540526
09989258861
09514148425
09989316239
09516728625
09989373007
09513998943
09989429175
09516552811
09989484753
09519079979
09989539749
09521580863
09989594173
09524055872
09989648033
09526505404
09989701339
09528929852
09989754098
09531329598
0998980632
09528636594
09989858012
09505799294
09989909183
09473156046
09989959839
09420868697
0999000999
09374068554
09990059642
09327731092
09990108803
09335956714
0999015748
09309838473
09990210475
09259620068
09990253411
09214735822
09990300679
09170284612
0999034749
09126260202
09990393852
09082656474
0994744386
09039467427
09938154139

Chart4

ERR ND
ERR DBS
Elapsed Time - Seconds
Bit Errors
Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude
0
2
0
26
0
26
0
41555
0
41555
2
41557
4
41559
4
41559
4
41559
8
41563
14
41569
22
41577
26
41581
34
41589
34
41589
68
41623
82
41637
94
41649
118
41673
136
41691
136
41691
142
41697
154
41709
158
41713
164
41719
172
41727
172
41727
178
41737
190
41745
198
41753
198
41753
202
41757
202
41757
206
41761
212
41767
212
41767
216
41771
216
41771
218
41773
218
41773
230
41785
232
41787
234
41789
236
41791
238
41793
238
41793
455111
60883
1306300
60883
3244655
60883
6882493
60883
7441715
60883
7441723
60883
7441727
60883
7441729
60883
7441731
60883
7441731
60883
7441733
60883
7441739
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441753
60883
7441753
60883
7441755
60883
7441755
60883
7441757
60883
7441757
60883
7441759
60883
7441767
60883
7441773
60883
7441797
60883
7441845
60883
7441845
60883
7441917
60883
8389029
60883
8418363
60883
8418429
60883
8418533
60883
8418625
60883
8418649
60883
8418769
60889
8418795
60889
8418867
60889
8418937
60889
8418941
60889
8419891
60889
8423291
60889
8423751
60889
8424419
60889
8425325
60889
8426223
60889
8426561
60889
8427649
60889
8428241
60889
8428341
60889
8428421
60889
8428491
60889
8428529
60889
8428561
60889
8428627
60889
8428717
60889
8428747
60889
8428751
60889
8429441
60889
8431061
60889
8432865
60889
8435265
60889
8436525
60889
8436565
60889
8436633
60889
8437273
60889
10546482
60889
11523904
60889
12122006
60889
12902569
60889
12905622
60889
12906068
60889
12906196
60889
12906246
60889
12906262
60889
12906272
60889
12906286
60889
12906302
60889
12906332
60889
12906356
60889
12906388
60889
12906452
60889
12907164
60889
12907196
60889
12907216
60889
12907256
60889
12907300
60889
12907446
60889
12907500
60889
12907802
60889
12907944
60889
12907984
60889
12908002
60889
12908050
60889
12915334
60889
12915890
60889
12916062
60889
12916368
60889
12917424
60889
12917612
60889
12919282
60889
12919502
60889
12920094
60889
12920542
60889
12921018
60889
12921360
60889
12950485
60889
12953417
60889
12955543
60889
12955837
60889
12958545
60917
12958685
60917
12961813
60917
12964137
60917
12965119
60917
12965901
60917
12966433
60917
12968037
60917
12968811
60917
12969943
60917
12970133
60917
12970893
60917
12972463
60917
12973469
60917
12974725
60917
12977483
60917
12988390
60917
12992040
60917
12993836
60917
12995140
60917
12997858
60917
13000280
60917
13000986
60917
13006560
60917
13009966
60917
13013370
60917
13019200
60917
13022478
60917
13026006
60917
13028008
60917
13031052
60917
13035850
60917
13054558
60917
13070358
60917
13076908
60917
13078830
60917
13080042
60917
13082014
60917
13082710
60919
13084412
60919
13094909
60929
13165973
60931
15925826
60939
21779923
60947
32657370
60965
45898031
61053
45904033
61223
49793500
61471
69086529
61639
93851104
61827
118870561
62105
143968305
63907
168991872
215373
193965216
249045
218989101
276945
243962303
17010756
268810939
41387129
293983858
66553166
318932313
91502733
343805753
96245442
368754298
96987496
393802939
97498851

FIREBERD1_07_22_2004_Midway

jefferis robertLOS both systems LOS of ND system lost prior to this time
jefferis robertturn into eastbound run major signal disturbance on both receivers
jefferis robertclassic 2-ray MP cycles
jefferis robertthis is eastbound run on high-speed super corridor includes turn around 010048

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom27

Synchronization Test IRIG 118-12 Procedure 74 (Flat Fade Recovery Test) Transmit randomized ones pattern Measure time at which output becomes ldquoall (or mostly) onesrdquo

IRIG Randomizer Modulator Add Noise

Noise

Switch

Demodwith

DerandomizerTimer

OnesDetector

All ones

Controller

Start

Stop

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom28

Typical Sync Test

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom29

Synchronization Parameters Modulation technique

Tier 0 uses more bandwidth ndash easier to synchronize to Tier I is spectrally compact making it slippery ndash synchronization is more difficult

Trellis demodulation helps achieve sync

Tier II is even more compact ndash synchronization takes longer

Bit rate Fixed-duration tasks amount to more bits at high bit rates

Signal to noise ratio Sync times will be longer at low SNR

Synchronization threshold SNR at which the demodulator can acquire sync

Sync loss threshold SNR at which a synchronized demodulator will drop sync

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom30

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom31

Tier I Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom32

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom33

Low SNR Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom34

Synchronization Summary

The aeronautical telemetry channel is plagued with dropouts

Rapid synchronization and synchronization at low SNR is the best means of minimizing the impact of these dropouts

IRIG 118 defines test procedures for measuring sync time and sync thresholds

Pay attention to synchronization performance

Adjacent Channel Interference

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom36

PSD is Half the Story

Overall spectral efficiency is determined by spacing between channels

Receiver selectivity affects channel spacing A valid comparison must account for both

transmitted spectrum and ldquotolerablerdquo receiver filtering

Not all modulations are equally ldquotolerantrdquo of IF filtering and interference

Multi-channel testing accounts for these factors

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom37

Multi-channel ACI Test Set

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom38

9 Mbps Multi-h CPM Multichannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom39

BER as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom40

Degradation as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom41

IC=20 dB

ACI Summary

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom42

Frequency Separation Rulewhere

bull ΔF0 = the minimum center frequency separation in MHzbull Rs = bit rate of desired signal in Mbsbull Ri = bit rate of interfering signal in Mbs

ΔF0 = asRs + aiRi

The NRZ PCMFM signals are assumed to be premodulation filtered with a multi-pole filter with 3 dB point of 07 times the bit rate and the peak deviation is assumed to be approximately 035 times the bit rate

The receiver IF filter is assumed to be no wider than 15 times the bit rate and provides at least 6 dB of attenuation of the interfering signal

The interfering signal is assumed to be no more than 20 dB stronger than the desired signal The receiver is assumed to be operating in linear mode no significant intermodulation products or spurious

responses are present

Sheet1

Sheet2

Sheet3

Multipath Propagation

Brace yourselfGreek symbols ahead

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom44

Multipath Propagation

The picture cant be displayed

Dry lake bed = smooth reflecting surface

Narrow beam receive antennaAirborne transmitter Line-of-sight communications link

Irregular terrain

Low elevation angle

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom45

Assumptions Channel can be modeled as a linear time-invariant

(LTI) system over ldquoshort enoughrdquo time interval

Line-of-sight propagation path

L-1 multipath propagation paths

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

Complex-valued path loss

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom46

2-Ray Transfer Function Magnitude of first multipath reflection Γ1 ldquosweep raterdquo of multipath null ~

(dB)

1 (0 dB)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom47

3-Ray Transfer Function

1 (0 dB)

M

D

(dB)

(3-Ray Model)(dB)

(2-Ray Model)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom48

Multipath on the Tarmac

Nearly static frequency selective long delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom49

Multipath in Flight Dynamic frequency selective and flat fading various delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom50

Multipath Summary

If your test article operates near the ground you are quite likely experiencing multipath

If so there will be intervals during which no useful data is recovered

Loss of bit count integrity is likely Encrypted links will lose crypto sync

What to do Stay tuned for the ldquoAdaptive Equalizerrdquo discussion

Adaptive Equalization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom52

Multipath is Ugly

Equalization can turn

this intohellip this

Actual multipath from aircraft on the tarmac at Edwards AFB

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom53

Adaptive Equalization

Consider the multipath channel to be a filter Varies over time

Consider building a filter which ldquoundoesrdquo the filtering imposed by the channel Let it keep track of the the channel and continuously adapt itself

to the channel

Presto You have an adaptive equalizer Can repair damage done by multipath Works with a single receiver Requires no bandwidth expansion Requires no changes to the transmitter

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom54

Equalizer Techniques

JG Proakis Digital Communications 1989 2nd Edition

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom55

Generic Adaptive Equalizer

Equalizer DecisionDevice

EqualizerAdjustment

ErrorCalculation

TrainingSequence

SymbolStatistics

Training Mode Blind Mode

Decision-Directed Mode

Transmitted Signal

Received Signal Recovered

Data

EqualizedSignal

Error

Tap Weights

RFChannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom56

Adaptive EQ - Adapting

Jump to file equalizer-out-pcmfm-3ray-dynamic-videomp4 Or click to view on our website PCMFM Adaptive Equalizer Video

Jump to file equalizer-out-soqpsk-3ray-dynamic-videomp4 Or click to view on our website SOQPSK Adaptive Equalizer Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom57

Adaptive Equalizer in Action Jump to file rdms-rackmount-receiver-adaptive-equalizer-

demonstration-videomp4 Or click to view on our website Adaptive Equalizer Demonstration Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom58

Adaptive Equalizer Summary Adaptive equalizer can ldquoundordquo multipath distortion Requires no changes at the transmit end

If available a training sequence can be helpful

Effectiveness of equalizer depends on the severity of the multipath

Well-designed equalizers monitor their own performance and disengage when they are doing badly This must be done without losing bit count integrity

If you have multipath use an equalizer

Performance Evaluation of Adaptive Equalizers

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom60

So Many Channelshellip

Each path is characterized by Delay Amplitude Phase shift (potentially time-varying)

2 3 or more paths Modulation matters SNR matters Need a 10-dimensional universe to plot the

results Way too many test points

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom61

Letrsquos Simplify

Stick to 2-ray model Easy to synthesize Still allows a range of channels from easy to impossible Maybe we add a third ray for a limited set of tests

Stick to one SNR High enough that the equalizer works on mitigating multipath not

rejecting noise Not so high that there are never any bit errors Should reflect actual use cases Propose 20 dB

Limited set of amplitudes and delays Many phase angles

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom62

Proposed Signal Conditions

Pick a carrier frequency How many Nulls ldquosweep fasterrdquo at higher frequencies (dynamic case only)

20 dB SNR (without multipath) Tier 0 I and II

Tier 0 1 5 10 20 Mbps Tier I and Tier II 2 10 20 and 40 Mbps

Areas for further research STC ndash different multipath on each signal hmmmhellip LDPC ndash six codes

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom63

Proposed Static Channels

Channel response depends on Carrier frequency Delay Reflection amplitude Reflection phase

Delays (in bits) of 05 1 2 5 10 20 and 50 Delays much shorter than 05 bit are essentially flat fades where

the signal power is simply gone EQ cannot help Amplitudes of 05 to 09 in steps of 01

For bonus points include 095 and 098

Phases of 0deg to 360deg in 10deg steps

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom64

What is the Measured Value

Must be observable with EQ both on and off Bit error rate is universally understood DQM is readily computed from BER

With calibration DQM is much more quickly measured

Remind me again what is DQM

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom65

Definition of DQM (aka Q)

To a statistician DQM is the ldquoLog Likelihood Ratiordquo Start with probability of error P

Be practical 05 lt P lt 1e-12 BEP derived within demod BER measured with a BERT

Likelihood Ratio (LR) = P (1 ndash P) Q = min (-log10(LR) 12) Easily reversed

P = 10-Q (1 + 10-Q)

Short version Q = 5 P = 1e-5

P Q05 0000

1E-01 09541E-02 19961E-03 30001E-04 40001E-05 50001E-06 60001E-07 70001E-08 80001E-09 90001E-10 100001E-11 110001E-12 12000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom66

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom67

Test Procedure

Set frequency modulation and bit rate Turn the equalizer off Set EbN0 to 20 dB Set direct path to delay 0 amplitude 1 angle 0 Enable multipath Set reflected path delay and amplitude Loop through delayed path phase

0 degrees to 360 degrees in 10 degree steps Record DQM at each step or record BER and calculate DQM Plot DQM versus phase in polar form

Turn equalizer on and repeat If two test units are available test EQ on and EQ off at the same time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom68

Grading the Tests

Measure BER with EQ on and off then compute DQM If your DQM is well calibrated measure DQM directly

Plot DQM vs delay path phase in polar form Radius = DQM Angle = phase of delayed path

Result will be a distorted ldquohooprdquo Bigger radius is better Some angles will be worse than others

Compute the area of each ldquohooprdquo for EQ on and off ldquoEqualizer Benefitrdquo = Areaon ndash Areaoff

Since the radius is (essentially) the logarithm of the BER the difference is the number of orders of magnitude improvement in BER

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom69

DQM Calibration

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom70

No Multipath No Problem

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom71

0-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom72

30-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom73

60-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom74

90-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom75

120-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom76

150-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom77

180-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom78

210-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom79

240-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom80

270-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom81

300-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom82

330-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom83

360-100-09

Test Results Examples

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom85

10 Mbps SOQPSK 1 bit Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom86

10 Mbps SOQPSK 2 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom87

10 Mbps SOQPSK 5 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom88

10 Mbps SOQPSK 10 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom89

10 Mbps SOQPSK 20 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom90

What About Dynamics

Most pronounced effect of target motion is variation in phase of the reflected path Manifests as spectral nulls sweeping through spectrum

Proposal Stress the equalizer by sweeping the null faster and faster until

the EQ benefit starts to drop Similar to the Break Frequency test for combiners

Figure of merit becomes the ldquoBreak Frequencyrdquo of the equalizer

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom91

What Can we Measure

Measure the BER averaged over all phases Correlates with moving test article Convert to DQM Or measure DQM but average it correctly (see next slide)

For consistency with the static plots plot DQM versus ldquospin raterdquo

Plot multiple delay path amplitudes on one chart Separate charts for each delay value

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom92

Equalizer Break Frequency

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom93

Course Outline ndash Day 3

Impairment Mitigation Techniques Adaptive Equalization Best Source Selection Best Channel Selection Space-Time Coding (STC) Low Density Parity Check (LDPC) Coding

Using All the Tools Together Performance Comparison amp Summary Link Budgets

  • Telemetry Smorgasbord
  • Course Outline ndash Day 2
  • Side by Side Summary
  • BER Performance Comparison
  • Todayrsquos Modulation Tour
  • Data Quality Metric (DQM)
  • How to Assess Data Quality
  • Definition of DQM
  • DQE Format
  • Calibration of DQM
  • DQM Calibration Fixture
  • DQM Calibration in AWGN
  • DQM Step Response
  • DQM Fade Recovery
  • DQM Interference Test
  • Diversity Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • BER Results - Fading Signals
  • Measured Combiner BER - Tier 0
  • Measured Combiner BER - Tier I
  • Measured Combiner BER - Tier II
  • Combiner Summary
  • Synchronization
  • Telemetry Channels are Bursty
  • Synchronization Test
  • Typical Sync Test
  • Synchronization Parameters
  • Tier 0 Synchronization
  • Tier I Synchronization
  • Tier 0 Synchronization
  • Low SNR Synchronization
  • Synchronization Summary
  • Adjacent Channel Interference
  • PSD is Half the Story
  • Multi-channel ACI Test Set
  • 9 Mbps Multi-h CPM Multichannel
  • BER as a Function of F
  • Degradation as a Function of F
  • ACI Summary
  • Frequency Separation Rule
  • Multipath Propagation
  • Multipath Propagation
  • Assumptions
  • 2-Ray Transfer Function
  • 3-Ray Transfer Function
  • Multipath on the Tarmac
  • Multipath in Flight
  • Multipath Summary
  • Adaptive Equalization
  • Multipath is Ugly
  • Adaptive Equalization
  • Equalizer Techniques
  • Generic Adaptive Equalizer
  • Adaptive EQ - Adapting
  • Adaptive Equalizer in Action
  • Adaptive Equalizer Summary
  • Performance Evaluation of Adaptive Equalizers
  • So Many Channelshellip
  • Letrsquos Simplify
  • Proposed Signal Conditions
  • Proposed Static Channels
  • What is the Measured Value
  • Definition of DQM (aka Q)
  • DQM Calibration Fixture
  • Test Procedure
  • Grading the Tests
  • DQM Calibration
  • No Multipath No Problem
  • 0-100-09
  • 30-100-09
  • 60-100-09
  • 90-100-09
  • 120-100-09
  • 150-100-09
  • 180-100-09
  • 210-100-09
  • 240-100-09
  • 270-100-09
  • 300-100-09
  • 330-100-09
  • 360-100-09
  • Test Results Examples
  • 10 Mbps SOQPSK 1 bit Delay
  • 10 Mbps SOQPSK 2 Bits Delay
  • 10 Mbps SOQPSK 5 Bits Delay
  • 10 Mbps SOQPSK 10 Bits Delay
  • 10 Mbps SOQPSK 20 Bits Delay
  • What About Dynamics
  • What Can we Measure
  • Equalizer Break Frequency
  • Course Outline ndash Day 3
Modulation Type as ai Rs = Ri
NRZ PCMFM 1 for receivers with RLC final Intermediate Frequency (IF) filters 12 22
07 for receivers with Surface Acoustic Wave (SAW) or digital IF filters 12 19
05 with multi-symbol detectors (or equivalent devices) 12 17
FQPSK-B FQPSK-JR SOQPSK-TG 045 065 11
ARTM CPM 035 05 085
time delta t BER ORC BER ND BER DBS ERR ORC ERR ND ERR DBS EFS ORC EFS ND EFS DBS SES ORC SES ND SES DBS ES ORC ES ND ES DBS UNA ORC UNA ND UNA DBS ET ET ND ET DBS LA ND LA DBS
05309 000 000E+00 -100E+00 0 2 1 0 0 0 0 1 0 0 4 3 2 1 1
05319 1000 000E+00 530E-07 0 26 11 6 0 0 0 4 0 0 14 13 12 1 1
05329 2000 000E+00 260E-07 0 26 21 16 0 0 0 4 0 0 24 23 22 1 1
05339 3000 000E+00 278E-04 0 41555 31 24 0 1 0 6 0 0 34 33 32 1 096875
05349 4000 000E+00 208E-04 0 41555 41 34 0 1 0 6 0 0 44 43 42 1 09761904762
05359 5000 800E-09 166E-04 2 41557 50 43 0 1 1 7 0 0 54 53 52 1 09807692308
05409 6000 100E-08 139E-04 4 41559 59 52 0 1 2 8 0 0 64 63 62 1 09838709677
05419 7000 100E-08 119E-04 4 41559 69 62 0 1 2 8 0 0 74 73 72 1 09861111111
05429 8000 100E-08 104E-04 4 41559 79 72 0 1 3 9 0 0 83 83 82 1 0987804878
05439 9000 200E-08 924E-05 8 41563 88 81 0 1 3 9 0 0 94 93 92 1 09891304348
05449 10000 280E-08 832E-05 14 41569 97 90 0 1 4 10 0 0 104 103 102 1 09901960784
05459 11000 400E-08 757E-05 22 41577 106 99 0 1 5 11 0 0 114 113 112 1 09910714286
05509 12000 430E-08 693E-05 26 41581 115 108 0 1 6 12 0 0 124 123 122 1 09918032787
05519 13000 520E-08 640E-05 34 41589 124 117 0 1 7 13 0 0 134 133 132 1 09924242424
05529 14000 480E-08 594E-05 34 41589 134 127 0 1 8 14 0 0 144 143 142 1 09929577465
05539 15000 900E-08 555E-05 68 41623 141 134 0 1 10 16 0 0 154 153 152 1 09934210526
05549 16000 100E-07 521E-05 82 41637 149 142 0 1 12 18 0 0 164 163 162 1 09938271605
05559 17000 110E-07 490E-05 94 41649 158 151 0 1 13 19 0 0 174 173 172 1 09941860465
05609 18000 131E-07 463E-05 118 41673 165 158 0 1 16 22 0 0 184 183 182 1 09945054945
05619 19000 143E-07 439E-05 136 41691 174 167 0 1 17 23 0 0 194 193 192 1 09947916667
05629 20000 136E-07 417E-05 136 41691 184 177 0 1 18 24 0 0 204 203 202 1 0995049505
05639 21000 135E-07 397E-05 142 41697 193 186 0 1 18 24 0 0 214 213 212 1 09952830189
05649 22000 140E-07 379E-05 154 41709 202 195 0 1 19 25 0 0 224 223 222 1 09954954955
05659 23000 137E-07 363E-05 158 41713 211 204 0 1 20 26 0 0 234 233 232 1 09956896552
05709 24000 136E-07 348E-05 164 41719 220 213 0 1 21 27 0 0 244 243 242 1 09958677686
05719 25000 137E-07 334E-05 172 41727 229 222 0 1 22 28 0 0 254 253 252 1 0996031746
05729 26000 132E-07 321E-05 172 41727 239 232 0 1 23 29 0 0 264 263 262 1 09961832061
05739 27000 132E-07 309E-05 178 41737 246 240 0 1 26 31 0 0 274 273 272 1 09963235294
05749 28000 135E-07 298E-05 190 41745 253 247 0 1 28 33 0 0 284 283 282 1 09964539007
05759 29000 136E-07 288E-05 198 41753 261 255 0 1 30 35 0 0 294 293 292 1 09965753425
05809 30000 132E-07 278E-05 198 41753 271 265 0 1 30 35 0 0 304 303 302 1 09966887417
05819 31000 130E-07 269E-05 202 41757 280 274 0 1 31 36 0 0 314 313 312 1 09967948718
05829 32000 126E-07 261E-05 202 41757 290 284 0 1 32 37 0 0 324 323 322 1 09968944099
05839 33000 125E-07 253E-05 206 41761 299 293 0 1 32 37 0 0 334 333 332 1 09969879518
05849 34000 124E-07 246E-05 212 41767 308 302 0 1 33 38 0 0 344 343 342 1 09970760234
05859 35000 121E-07 239E-05 212 41767 318 312 0 1 33 38 0 0 354 353 352 1 09971590909
05909 36000 120E-07 232E-05 216 41771 327 321 0 1 34 39 0 0 364 363 362 1 09972375691
05919 37000 117E-07 226E-05 216 41771 337 331 0 1 34 39 0 0 374 373 372 1 0997311828
05929 38000 115E-07 220E-05 218 41773 346 340 0 1 35 40 0 0 384 383 382 1 0997382199
05939 39000 112E-07 214E-05 218 41773 356 350 0 1 35 40 0 0 394 393 392 1 09974489796
05949 40000 115E-07 209E-05 230 41785 363 357 0 1 38 43 0 0 404 403 402 1 09975124378
05959 41000 113E-07 204E-05 232 41787 372 366 0 1 39 44 0 0 414 413 412 1 09975728155
10009 42000 111E-07 199E-05 234 41789 381 375 0 1 40 45 0 0 424 423 422 1 09976303318
10019 43000 110E-07 194E-05 236 41791 390 384 0 1 42 46 0 0 434 433 432 1 09976851852
10029 44000 108E-07 190E-05 238 41793 399 393 0 1 42 47 0 0 444 443 442 1 09977375566
10039 45000 106E-07 186E-05 238 41793 409 403 0 1 43 48 0 0 454 453 452 1 09977876106
10049 46000 198E-04 265E-05 455111 60883 413 410 3 2 49 50 0 0 464 463 462 09935205184 09956709957
10059 47000 555E-04 259E-05 1306300 60883 419 420 6 2 52 50 0 0 474 473 472 09873150106 09957627119
10109 48000 128E-03 254E-05 3244655 60883 421 430 13 2 61 50 0 0 484 483 482 09730848861 09958506224
10119 49000 277E-03 249E-05 6882493 60883 421 440 11 2 58 50 13 0 494 493 492 09513184584 09959349593
10129 50000 297E-03 244E-05 7441715 60883 421 450 11 2 58 50 23 0 504 503 502 09324055666 09960159363
10139 51000 291E-03 239E-05 7441723 60883 435 460 11 2 59 50 17 0 514 513 512 09454191033 099609375
10149 52000 286E-03 234E-05 7441727 60883 444 470 11 2 60 50 17 0 524 523 522 09464627151 09961685824
10159 53000 281E-03 230E-05 7441729 60883 453 480 11 2 61 50 17 0 534 533 532 0947467167 09962406015
10209 54000 275E-03 226E-05 7441731 60883 462 490 11 2 62 50 17 0 544 543 542 09484346225 09963099631
10219 55000 270E-03 221E-05 7441731 60883 472 500 11 2 62 50 17 0 554 553 552 09493670886 09963768116
10229 56000 266E-03 217E-05 7441733 60883 481 510 11 2 64 50 17 0 564 563 562 09502664298 09964412811
10239 57000 261E-03 214E-05 7441739 60883 488 520 11 2 66 50 17 0 574 573 572 09511343805 09965034965
10249 58000 256E-03 210E-05 7441747 60883 496 530 11 2 68 50 17 0 584 583 582 09519725557 09965635739
10259 59000 252E-03 206E-05 7441747 60883 506 540 11 2 68 50 17 0 594 593 592 09527824621 09966216216
10309 60000 248E-03 203E-05 7441747 60883 516 550 11 2 68 50 17 0 604 603 602 09535655058 09966777409
10319 61000 244E-03 200E-05 7441747 60883 526 560 11 2 68 50 17 0 614 613 612 09543230016 09967320261
10329 62000 240E-03 196E-05 7441747 60883 536 570 11 2 68 50 17 0 624 623 622 09550561798 09967845659
10339 63000 236E-03 193E-05 7441753 60883 543 580 11 2 71 50 17 0 634 633 632 09557661927 0996835443
10349 64000 232E-03 190E-05 7441753 60883 553 590 11 2 71 50 17 0 644 643 642 09564541213 09968847352
10359 65000 229E-03 187E-05 7441755 60883 562 600 11 2 72 50 17 0 654 653 652 09571209801 09969325153
10409 66000 225E-03 185E-05 7441755 60883 572 610 11 2 72 50 17 0 664 663 662 09577677225 0996978852
10419 67000 222E-03 182E-05 7441757 60883 581 620 11 2 73 50 17 0 674 673 672 09583952452 09970238095
10429 68000 219E-03 179E-05 7441757 60883 591 630 11 2 73 50 17 0 684 683 682 09590043924 09970674487
10439 69000 216E-03 176E-05 7441759 60883 600 640 11 2 74 50 17 0 694 693 692 09595959596 09971098266
10449 70000 212E-03 174E-05 7441767 60883 608 650 11 2 76 50 17 0 704 703 702 0960170697 09971509972
10459 71000 209E-03 172E-05 7441773 60883 617 660 11 2 77 50 17 0 714 713 712 09607293128 09971910112
10509 72000 207E-03 169E-05 7441797 60883 623 670 11 2 82 50 17 0 724 723 722 09612724758 09972299169
10519 73000 204E-03 167E-05 7441845 60883 626 680 11 2 88 50 17 0 734 733 732 09618008186 09972677596
10529 74000 201E-03 165E-05 7441845 60883 636 690 11 2 88 50 17 0 744 743 742 09623149394 09973045822
10539 75000 198E-03 162E-05 7441917 60883 639 700 11 2 96 50 17 0 754 753 752 0962815405 09973404255
10549 76000 221E-03 160E-05 8389029 60883 639 710 11 2 95 50 28 0 764 763 762 09488859764 09973753281
10559 77000 219E-03 158E-05 8418363 60883 639 720 11 2 95 50 38 0 774 773 772 0936610608 09974093264
10609 78000 216E-03 156E-05 8418429 60883 642 730 11 2 104 50 36 0 784 783 782 09399744572 09974424552
10619 79000 213E-03 154E-05 8418533 60883 646 740 11 2 110 50 36 0 794 793 792 09407313997 09974747475
10629 80000 210E-03 152E-05 8418625 60883 651 750 11 2 115 50 36 0 804 803 802 09414694894 09975062344
10639 81000 208E-03 150E-05 8418649 60883 659 760 11 2 116 50 36 0 814 813 812 09421894219 09975369458
10649 82000 205E-03 149E-05 8418769 60889 667 769 11 2 118 51 36 0 824 823 822 09428918591 099756691
10659 83000 203E-03 147E-05 8418795 60889 674 779 11 2 121 51 36 0 834 833 832 0943577431 09975961538
10709 84000 200E-03 145E-05 8418867 60889 677 789 11 2 128 51 36 0 844 843 842 09442467378 09976247031
10719 85000 198E-03 143E-05 8418937 60889 680 799 11 2 136 51 36 0 854 853 852 09449003517 09976525822
10729 86000 196E-03 142E-05 8418941 60889 689 809 11 2 137 51 36 0 864 863 862 09455388181 09976798144
10739 87000 193E-03 140E-05 8419891 60889 692 819 11 2 144 51 36 0 874 873 872 09461626575 0997706422
10749 88000 191E-03 138E-05 8423291 60889 692 829 11 2 154 51 36 0 884 883 882 09467723669 09977324263
10759 89000 189E-03 137E-05 8423751 60889 693 839 11 2 163 51 36 0 894 893 892 09473684211 09977578475
10809 90000 187E-03 135E-05 8424419 60889 694 849 11 2 172 51 36 0 904 903 902 09479512735 09977827051
10819 91000 185E-03 134E-05 8425325 60889 694 859 11 2 182 51 36 0 914 913 912 09485213582 09978070175
10829 92000 183E-03 132E-05 8426223 60889 694 869 11 2 192 51 36 0 924 923 922 09490790899 09978308026
10839 93000 181E-03 131E-05 8426561 60889 695 879 11 2 201 51 36 0 934 933 932 0949624866 09978540773
10849 94000 179E-03 130E-05 8427649 60889 696 889 11 2 210 51 36 0 944 943 942 09501590668 09978768577
10859 95000 177E-03 128E-05 8428241 60889 698 899 11 2 218 51 36 0 954 953 952 09506820567 09978991597
10909 96000 176E-03 127E-05 8428341 60889 699 909 11 2 227 51 36 0 964 963 962 09511941848 09979209979
10919 97000 174E-03 126E-05 8428421 60889 702 919 11 2 234 51 36 0 974 973 972 09516957862 09979423868
10929 98000 172E-03 124E-05 8428491 60889 707 929 11 2 239 51 36 0 984 983 982 09521871821 09979633401
10939 99000 170E-03 123E-05 8428529 60889 713 939 11 2 242 51 36 0 994 993 992 09526686808 0997983871
10949 100000 168E-03 122E-05 8428561 60889 721 949 11 2 244 51 36 0 1004 1003 1002 09531405783 0998003992
10959 101000 167E-03 121E-05 8428627 60889 727 959 11 2 248 51 36 0 1014 1013 1012 09536031589 09980237154
11009 102000 165E-03 119E-05 8428717 60889 731 969 11 2 254 51 36 0 1024 1023 1022 0954056696 09980430528
11019 103000 164E-03 118E-05 8428747 60889 738 979 11 2 257 51 36 0 1034 1033 1032 09545014521 09980620155
11029 104000 162E-03 117E-05 8428751 60889 746 989 11 2 259 51 36 0 1044 1043 1042 09549376798 09980806142
11039 105000 160E-03 116E-05 8429441 60889 747 999 11 2 269 51 36 0 1054 1053 1052 0955365622 09980988593
11049 106000 159E-03 115E-05 8431061 60889 747 1009 11 2 279 51 36 0 1064 1063 1062 09557855127 09981167608
11059 107000 158E-03 114E-05 8432865 60889 747 1019 11 2 289 51 36 0 1074 1073 1072 09561975769 09981343284
11109 108000 156E-03 113E-05 8435265 60889 747 1029 11 2 299 51 36 0 1084 1083 1082 09566020314 09981515712
11119 109000 155E-03 112E-05 8436525 60889 747 1039 11 2 309 51 36 0 1094 1093 1092 09569990851 09981684982
11129 110000 153E-03 111E-05 8436565 60889 753 1049 11 2 312 51 36 0 1104 1103 1102 09573889393 0998185118
11139 111000 152E-03 110E-05 8436633 60889 755 1059 11 2 321 51 36 0 1114 1113 1112 0957771788 09982014388
11149 112000 151E-03 109E-05 8437273 60889 755 1069 11 2 331 51 36 0 1124 1123 1122 09581478183 09982174688
11159 113000 183E-03 108E-05 10546482 60889 755 1079 11 2 330 51 47 0 1134 1133 1132 09488084731 09982332155
11209 114000 202E-03 107E-05 11523904 60889 755 1089 11 2 330 51 57 0 1144 1143 1142 09405074366 09982486865
11219 115000 211E-03 106E-05 12122006 60889 755 1099 11 2 330 51 67 0 1154 1153 1152 09323503903 09982638889
11229 116000 222E-03 105E-05 12902569 60889 755 1109 11 2 330 51 77 0 1164 1163 1162 09243336199 09982788296
11239 117000 221E-03 104E-05 12905622 60889 755 1119 11 2 340 51 77 0 1174 1173 1172 09249786871 09982935154
11249 118000 219E-03 103E-05 12906068 60889 755 1129 11 2 350 51 77 0 1184 1183 1182 09256128487 09983079526
11259 119000 217E-03 102E-05 12906196 60889 758 1139 11 2 357 51 77 0 1194 1193 1193 09262363789 09983235541
11309 120000 215E-03 101E-05 12906246 60889 763 1149 11 2 361 51 77 0 1204 1203 1202 09268495428 09983361065
11319 121000 213E-03 101E-05 12906262 60889 770 1159 11 2 365 51 77 0 1214 1213 1212 09274525969 0998349835
11329 122000 211E-03 998E-06 12906272 60889 777 1169 11 2 367 51 77 0 1224 1223 1222 0928045789 09983633388
11339 123000 210E-03 990E-06 12906286 60889 785 1179 11 2 369 51 77 0 1234 1233 1232 09286293593 09983766234
11349 124000 208E-03 982E-06 12906302 60889 794 1189 11 2 370 51 77 0 1244 1243 1242 09292035398 0998389694
11359 125000 206E-03 974E-06 12906332 60889 801 1199 11 2 373 51 77 0 1254 1253 1252 09297685555 09984025559
11409 126000 205E-03 967E-06 12906356 60889 809 1209 11 2 376 51 77 0 1264 1263 1262 09303246239 09984152139
11419 127000 203E-03 959E-06 12906388 60889 814 1219 11 2 381 51 77 0 1274 1273 1272 0930871956 0998427673
11429 128000 202E-03 951E-06 12906452 60889 815 1229 11 2 390 51 77 0 1284 1283 1282 0931410756 09984399376
11439 129000 200E-03 944E-06 12907164 60889 821 1239 11 2 394 51 77 0 1294 1293 1292 0931941222 09984520124
11449 130000 198E-03 937E-06 12907196 60889 826 1249 11 2 398 51 77 0 1304 1303 1302 09324635457 09984639017
11459 131000 197E-03 930E-06 12907216 60889 832 1259 11 2 402 51 77 0 1314 1313 1312 09329779132 09984756098
11509 132000 195E-03 923E-06 12907256 60889 837 1269 11 2 407 51 77 0 1324 1323 1322 09334845049 09984871407
11519 133000 194E-03 916E-06 12907300 60889 842 1279 11 2 413 51 77 0 1334 1333 1332 09339834959 09984984985
11529 134000 193E-03 909E-06 12907446 60889 842 1289 11 2 423 51 77 0 1344 1343 1342 09344750558 0998509687
11539 135000 191E-03 902E-06 12907500 60889 844 1299 11 2 431 51 77 0 1354 1353 1352 09349593496 09985207101
11549 136000 190E-03 895E-06 12907802 60889 844 1309 11 2 441 51 77 0 1364 1363 1362 09354365371 09985315712
11559 137000 188E-03 889E-06 12907944 60889 844 1319 11 2 451 51 77 0 1374 1373 1372 09359067735 09985422741
11609 138000 187E-03 882E-06 12907984 60889 847 1329 11 2 457 51 77 0 1384 1383 1382 09363702097 0998552822
11619 139000 186E-03 876E-06 12908002 60889 854 1339 11 2 461 51 77 0 1394 1393 1392 09368269921 09985632184
11629 140000 184E-03 870E-06 12908050 60889 858 1349 11 2 467 51 77 0 1404 1403 1402 0937277263 09985734665
11639 141000 183E-03 864E-06 12915334 60889 858 1359 11 2 477 51 77 0 1414 1413 1412 09377211607 09985835694
11649 142000 182E-03 858E-06 12915890 60889 858 1369 11 2 487 51 77 0 1424 1423 1422 09381588194 09985935302
11659 143000 181E-03 852E-06 12916062 60889 858 1379 11 2 496 51 77 0 1434 1433 1432 09385903699 0998603352
11709 144000 179E-03 846E-06 12916368 60889 860 1389 11 2 505 51 77 0 1444 1443 1442 0939015939 09986130374
11719 145000 178E-03 840E-06 12917424 60889 860 1399 11 2 515 51 77 0 1454 1453 1452 09394356504 09986225895
11729 146000 177E-03 834E-06 12917612 60889 860 1409 11 2 525 51 77 0 1464 1463 1462 09398496241 09986320109
11739 147000 176E-03 828E-06 12919282 60889 860 1419 11 2 535 51 77 0 1474 1473 1472 09402579769 09986413043
11749 148000 175E-03 823E-06 12919502 60889 861 1429 11 2 544 51 77 0 1484 1483 1482 09406608227 09986504723
11759 149000 173E-03 817E-06 12920094 60889 862 1439 11 2 553 51 77 0 1494 1493 1492 09410582719 09986595174
11809 150000 172E-03 812E-06 12920542 60889 862 1449 11 2 563 51 77 0 1504 1503 1502 09414504325 09986684421
11819 151000 171E-03 807E-06 12921018 60889 862 1459 11 2 573 51 77 0 1514 1513 1512 09418374091 09986772487
11829 152000 170E-03 801E-06 12921360 60889 862 1469 11 2 583 51 77 0 1524 1523 1522 0942219304 09986859396
11839 153000 169E-03 796E-06 12950485 60889 862 1479 13 2 593 51 77 0 1534 1533 1532 09412915851 0998694517
11849 154000 168E-03 791E-06 12953417 60889 862 1489 13 2 603 51 77 0 1544 1543 1542 09416720674 09987029831
11859 155000 167E-03 786E-06 12955543 60889 862 1499 13 2 613 51 77 0 1554 1553 1552 09420476497 09987113402
11909 156000 166E-03 781E-06 12955837 60889 863 1509 13 2 622 51 77 0 1564 1563 1562 09424184261 09987195903
11919 157000 165E-03 776E-06 12958545 60917 863 1517 13 2 632 53 77 0 1574 1573 1572 09427844882 09987277354
11929 158000 164E-03 771E-06 12958685 60917 866 1527 13 2 639 53 77 0 1584 1583 1582 09431459255 09987357775
11939 159000 163E-03 766E-06 12961813 60917 866 1537 13 2 649 53 77 0 1594 1593 1592 09435028249 09987437186
11949 160000 162E-03 761E-06 12964137 60917 866 1547 13 2 659 53 77 0 1604 1603 1602 09438552714 09987515605
11959 161000 161E-03 757E-06 12965119 60917 866 1557 13 2 669 53 77 0 1614 1613 1612 09442033478 09987593052
12009 162000 160E-03 752E-06 12965901 60917 866 1567 13 2 679 53 77 0 1624 1623 1622 09445471349 09987669544
12019 163000 159E-03 747E-06 12966433 60917 867 1577 13 2 688 53 77 0 1634 1633 1632 09448867116 09987745098
12029 164000 158E-03 743E-06 12968037 60917 867 1587 13 2 698 53 77 0 1644 1643 1642 09452221546 09987819732
12039 165000 157E-03 738E-06 12968811 60917 867 1597 13 2 708 53 77 0 1654 1653 1652 0945553539 09987893462
12049 166000 156E-03 734E-06 12969943 60917 867 1607 13 2 718 53 77 0 1664 1663 1662 09458809381 09987966306
12059 167000 155E-03 730E-06 12970133 60917 867 1617 13 2 728 53 77 0 1674 1673 1672 09462044232 09988038278
12109 168000 154E-03 725E-06 12970893 60917 867 1627 13 2 738 53 77 0 1684 1683 1682 09465240642 09988109394
12119 169000 153E-03 721E-06 12972463 60917 867 1637 13 2 748 53 77 0 1694 1693 1692 09468399291 09988179669
12129 170000 153E-03 717E-06 12973469 60917 867 1647 13 2 758 53 77 0 1704 1703 1702 09471520846 09988249119
12139 171000 152E-03 713E-06 12974725 60917 867 1657 13 2 768 53 77 0 1714 1713 1712 09474605954 09988317757
12149 172000 151E-03 708E-06 12977483 60917 867 1667 13 2 778 53 77 0 1724 1723 1722 09477655252 09988385598
12159 173000 150E-03 704E-06 12988390 60917 867 1677 14 2 788 53 77 0 1734 1733 1732 09474899019 09988452656
12209 174000 149E-03 700E-06 12992040 60917 867 1687 14 2 798 53 77 0 1744 1743 1742 09477911647 09988518944
12219 175000 148E-03 696E-06 12993836 60917 867 1697 14 2 808 53 77 0 1754 1753 1752 09480889903 09988584475
12229 176000 148E-03 692E-06 12995140 60917 867 1707 14 2 818 53 77 0 1764 1763 1762 09483834373 09988649262
12239 177000 147E-03 688E-06 12997858 60917 867 1717 14 2 828 53 77 0 1774 1773 1772 09486745629 09988713318
12249 178000 146E-03 684E-06 13000280 60917 867 1727 14 2 838 53 77 0 1784 1783 1782 09489624229 09988776655
12259 179000 145E-03 681E-06 13000986 60917 867 1737 14 2 848 53 77 0 1794 1793 1792 09492470719 09988839286
12309 180000 144E-03 677E-06 13006560 60917 867 1747 14 2 858 53 77 0 1804 1803 1802 09495285635 09988901221
12319 181000 144E-03 673E-06 13009966 60917 867 1757 14 2 868 53 77 0 1814 1813 1812 09498069498 09988962472
12329 182000 143E-03 669E-06 13013370 60917 867 1767 14 2 878 53 77 0 1824 1823 1822 0950082282 09989023052
12339 183000 142E-03 666E-06 13019200 60917 867 1777 14 2 888 53 77 0 1834 1833 1832 09503546099 09989082969
12349 184000 142E-03 662E-06 13022478 60917 867 1787 14 2 898 53 77 0 1844 1843 1842 09506239826 09989142237
12359 185000 141E-03 659E-06 13026006 60917 867 1797 14 2 908 53 77 0 1854 1853 1852 09508904479 09989200864
12409 186000 140E-03 655E-06 13028008 60917 867 1807 14 2 918 53 77 0 1864 1863 1862 09511540526 09989258861
12419 187000 139E-03 652E-06 13031052 60917 867 1817 14 2 928 53 77 0 1874 1873 1872 09514148425 09989316239
12429 188000 139E-03 648E-06 13035850 60917 867 1827 14 2 938 53 77 0 1884 1883 1882 09516728625 09989373007
12439 189000 138E-03 645E-06 13054558 60917 867 1837 15 2 948 53 77 0 1894 1893 1892 09513998943 09989429175
12449 190000 138E-03 641E-06 13070358 60917 867 1847 15 2 958 53 77 0 1904 1903 1902 09516552811 09989484753
12459 191000 137E-03 638E-06 13076908 60917 867 1857 15 2 968 53 77 0 1914 1913 1912 09519079979 09989539749
12509 192000 136E-03 635E-06 13078830 60917 867 1867 15 2 978 53 77 0 1924 1923 1922 09521580863 09989594173
12519 193000 136E-03 631E-06 13080042 60917 867 1877 15 2 988 53 77 0 1934 1933 1932 09524055872 09989648033
12529 194000 135E-03 628E-06 13082014 60917 867 1887 15 2 998 53 77 0 1944 1943 1942 09526505404 09989701339
12539 195000 134E-03 625E-06 13082710 60919 867 1896 15 2 1008 54 77 0 1954 1953 1952 09528929852 09989754098
12549 196000 133E-03 622E-06 13084412 60919 867 1906 15 2 1018 54 77 0 1964 1963 1962 09531329598 0998980632
12559 197000 133E-03 619E-06 13094909 60929 867 1913 16 2 1028 57 77 0 1974 1973 1972 09528636594 09989858012
12609 198000 133E-03 615E-06 13165973 60931 867 1922 21 2 1038 58 77 0 1984 1983 1982 09505799294 09989909183
12619 199000 150E-03 612E-06 15925826 60939 867 1929 28 2 1048 61 77 0 1994 1993 1992 09473156046 09989959839
12629 200000 212E-03 609E-06 21779923 60947 867 1936 23 2 1042 64 93 0 2004 2003 2002 09420868697 0999000999
12639 201000 323E-03 607E-06 32657370 60965 867 1941 23 2 1042 70 103 0 2014 2013 2012 09374068554 09990059642
12649 202000 454E-03 604E-06 45898031 61053 867 1944 23 2 1042 77 113 0 2024 2023 2022 09327731092 09990108803
12659 203000 452E-03 603E-06 45904033 61223 867 1945 23 2 1053 86 112 0 2034 2033 2032 09335956714 0999015748
12709 204000 486E-03 603E-06 49793500 61471 867 1945 29 2 1063 96 112 0 2044 2043 2043 09309838473 09990210475
12719 205000 662E-03 601E-06 69086529 61639 867 1945 23 2 1056 106 129 0 2054 2053 2052 09259620068 09990253411
12729 206000 901E-03 600E-06 93851104 61827 867 1945 23 2 1056 116 139 0 2064 2063 2062 09214735822 09990300679
12739 207000 114E-02 600E-06 118870561 62105 867 1945 23 2 1056 126 149 0 2074 2073 2072 09170284612 0999034749
12749 208000 137E-02 609E-06 143968305 63907 867 1945 23 2 1056 136 159 0 2084 2083 2082 09126260202 09990393852
12759 209000 161E-02 204E-05 168991872 215373 867 1945 23 11 1056 146 169 0 2094 2093 2093 09082656474 0994744386
12809 210000 184E-02 236E-05 193965216 249045 867 1945 23 13 1056 156 179 0 2104 2103 2102 09039467427 09938154139
12819 211000 206E-02 259E-05 218989101 276945 867 1945 23 16 1056 166 189 0 2114 2113 2113
12829 212000 229E-02 150E-03 243962303 17010756 867 1945 23 13 1056 163 199 14 2124 2123 2122
12839 213000 251E-02 379E-03 268810939 41387129 867 1945 23 13 1056 163 209 23 2134 2133 2132
12849 214000 274E-02 612E-03 293983858 66553166 867 1945 23 13 1056 163 219 34 2144 2143 2142
12859 215000 296E-02 839E-03 318932313 91502733 867 1945 23 13 1056 163 229 44 2154 2153 2153
12909 216000 317E-02 891E-03 343805753 96245442 867 1945 23 13 1056 163 239 53 2164 2163 2162
12919 217000 339E-02 894E-03 368754298 96987496 867 1945 23 13 1056 163 249 63 2174 2173 2172
12929 218000 360E-02 894E-03 393802939 97498851 867 1945 23 13 1056 163 259 73 2184 2183 2182
0 0
10 10
20 20
30 30
40 40
50 50
60 60
70 70
80 80
90 90
100 100
110 110
120 120
130 130
140 140
150 150
160 160
170 170
180 180
190 190
200 200
210 210
220 220
230 230
240 240
250 250
260 260
270 270
280 280
290 290
300 300
310 310
320 320
330 330
340 340
350 350
360 360
370 370
380 380
390 390
400 400
410 410
420 420
430 430
440 440
450 450
460 460
470 470
480 480
490 490
500 500
510 510
520 520
530 530
540 540
550 550
560 560
570 570
580 580
590 590
600 600
610 610
620 620
630 630
640 640
650 650
660 660
670 670
680 680
690 690
700 700
710 710
720 720
730 730
740 740
750 750
760 760
770 770
780 780
790 790
800 800
810 810
820 820
830 830
840 840
850 850
860 860
870 870
880 880
890 890
900 900
910 910
920 920
930 930
940 940
950 950
960 960
970 970
980 980
990 990
1000 1000
1010 1010
1020 1020
1030 1030
1040 1040
1050 1050
1060 1060
1070 1070
1080 1080
1090 1090
1100 1100
1110 1110
1120 1120
1130 1130
1140 1140
1150 1150
1160 1160
1170 1170
1180 1180
1190 1190
1200 1200
1210 1210
1220 1220
1230 1230
1240 1240
1250 1250
1260 1260
1270 1270
1280 1280
1290 1290
1300 1300
1310 1310
1320 1320
1330 1330
1340 1340
1350 1350
1360 1360
1370 1370
1380 1380
1390 1390
1400 1400
1410 1410
1420 1420
1430 1430
1440 1440
1450 1450
1460 1460
1470 1470
1480 1480
1490 1490
1500 1500
1510 1510
1520 1520
1530 1530
1540 1540
1550 1550
1560 1560
1570 1570
1580 1580
1590 1590
1600 1600
1610 1610
1620 1620
1630 1630
1640 1640
1650 1650
1660 1660
1670 1670
1680 1680
1690 1690
1700 1700
1710 1710
1720 1720
1730 1730
1740 1740
1750 1750
1760 1760
1770 1770
1780 1780
1790 1790
1800 1800
1810 1810
1820 1820
1830 1830
1840 1840
1850 1850
1860 1860
1870 1870
1880 1880
1890 1890
1900 1900
1910 1910
1920 1920
1930 1930
1940 1940
1950 1950
1960 1960
1970 1970
1980 1980
1990 1990
2000 2000
2010 2010
2020 2020
2030 2030
2040 2040
2050 2050
2060 2060
2070 2070
2080 2080
2090 2090
2100 2100
2110 2110
2120 2120
2130 2130
2140 2140
2150 2150
2160 2160
2170 2170
2180 2180
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0036912963 0036912963 0036912963
00370288194 00370288194 00370288194
00371444444 00371444444 00371444444
00372601852 00372601852 00372601852
00373759259 00373759259 00373759259
00374916667 00374916667 00374916667
00376074074 00376074074 00376074074
00377231481 00377231481 00377231481
00378390046 00378390046 00378390046
00379546296 00379546296 00379546296
00380704861 00380704861 00380704861
00381861111 00381861111 00381861111
00383018519 00383018519 00383018519
00384175926 00384175926 00384175926
00385333333 00385333333 00385333333
00386490741 00386490741 00386490741
00387648148 00387648148 00387648148
00388806713 00388806713 00388806713
00389962963 00389962963 00389962963
0039112037 0039112037 0039112037
00392277778 00392277778 00392277778
00393435185 00393435185 00393435185
00394592593 00394592593 00394592593
0039575 0039575 0039575
00396907407 00396907407 00396907407
00398064815 00398064815 00398064815
0039922338 0039922338 0039922338
0040037963 0040037963 0040037963
00401537037 00401537037 00401537037
00402694444 00402694444 00402694444
00403851852 00403851852 00403851852
00405009259 00405009259 00405009259
00406166667 00406166667 00406166667
00407325231 00407325231 00407325231
00408481481 00408481481 00408481481
00409638889 00409638889 00409638889
00410796296 00410796296 00410796296
00411953704 00411953704 00411953704
00413112269 00413112269 00413112269
00414268519 00414268519 00414268519
00415427083 00415427083 00415427083
00416583333 00416583333 00416583333
00417741898 00417741898 00417741898
00418898148 00418898148 00418898148
00420055556 00420055556 00420055556
00421212963 00421212963 00421212963
0042237037 0042237037 0042237037
00423528935 00423528935 00423528935
00424685185 00424685185 00424685185
0042584375 0042584375 0042584375
00427 00427 00427
00428157407 00428157407 00428157407
00429314815 00429314815 00429314815
00430472222 00430472222 00430472222
0043162963 0043162963 0043162963
00432787037 00432787037 00432787037
00433945602 00433945602 00433945602
00435101852 00435101852 00435101852
00436260417 00436260417 00436260417
00437416667 00437416667 00437416667
00438574074 00438574074 00438574074
00439731481 00439731481 00439731481
00440888889 00440888889 00440888889
00442046296 00442046296 00442046296
00443203704 00443203704 00443203704
00444362269 00444362269 00444362269
00445518519 00445518519 00445518519
00446675926 00446675926 00446675926
00447833333 00447833333 00447833333
00448990741 00448990741 00448990741
00450148148 00450148148 00450148148
00451305556 00451305556 00451305556
0045246412 0045246412 0045246412
0045362037 0045362037 0045362037
00454778935 00454778935 00454778935
00455935185 00455935185 00455935185
00457092593 00457092593 00457092593
0045825 0045825 0045825
00459407407 00459407407 00459407407
00460565972 00460565972 00460565972
00461722222 00461722222 00461722222
00462880787 00462880787 00462880787
00464037037 00464037037 00464037037
00465195602 00465195602 00465195602
00466351852 00466351852 00466351852
00467509259 00467509259 00467509259
00468667824 00468667824 00468667824
00469824074 00469824074 00469824074
00470982639 00470982639 00470982639
00472138889 00472138889 00472138889
00473297454 00473297454 00473297454
00474453704 00474453704 00474453704
00475611111 00475611111 00475611111
00476768519 00476768519 00476768519
00477925926 00477925926 00477925926
00479084491 00479084491 00479084491
00480240741 00480240741 00480240741
00481399306 00481399306 00481399306
00482555556 00482555556 00482555556
0048371412 0048371412 0048371412
0048487037 0048487037 0048487037
00486027778 00486027778 00486027778
00487186343 00487186343 00487186343
00488342593 00488342593 00488342593
00489501157 00489501157 00489501157
00490657407 00490657407 00490657407
00491815972 00491815972 00491815972
00492972222 00492972222 00492972222
0049412963 0049412963 0049412963
00495287037 00495287037 00495287037
00496444444 00496444444 00496444444
00497603009 00497603009 00497603009
00498759259 00498759259 00498759259
00499917824 00499917824 00499917824
00501074074 00501074074 00501074074
00502232639 00502232639 00502232639
00503388889 00503388889 00503388889
00504546296 00504546296 00504546296
00505704861 00505704861 00505704861
00506861111 00506861111 00506861111
00508019676 00508019676 00508019676
00509175926 00509175926 00509175926
00510334491 00510334491 00510334491
00511490741 00511490741 00511490741
00512648148 00512648148 00512648148
00513806713 00513806713 00513806713
00514962963 00514962963 00514962963
00516121528 00516121528 00516121528
00517277778 00517277778 00517277778
00518436343 00518436343 00518436343
00519592593 00519592593 00519592593
00520751157 00520751157 00520751157
00521907407 00521907407 00521907407
00523064815 00523064815 00523064815
00524222222 00524222222 00524222222
0052537963 0052537963 0052537963
00526538194 00526538194 00526538194
00527694444 00527694444 00527694444
00528853009 00528853009 00528853009
00530009259 00530009259 00530009259
00531166667 00531166667 00531166667
00532324074 00532324074 00532324074
00533481481 00533481481 00533481481
00534640046 00534640046 00534640046
00535796296 00535796296 00535796296
00536954861 00536954861 00536954861
00538111111 00538111111 00538111111
00539269676 00539269676 00539269676
00540425926 00540425926 00540425926
00541583333 00541583333 00541583333
00542741898 00542741898 00542741898
00543898148 00543898148 00543898148
00545056713 00545056713 00545056713
00546212963 00546212963 00546212963
00547371528 00547371528 00547371528
00548527778 00548527778 00548527778
00549685185 00549685185 00549685185
00550842593 00550842593 00550842593
00552 00552 00552
00553158565 00553158565 00553158565
00554314815 00554314815 00554314815
0055547338 0055547338 0055547338
0055662963 0055662963 0055662963
00557788194 00557788194 00557788194
00558944444 00558944444 00558944444
00560101852 00560101852 00560101852
00561260417 00561260417 00561260417
00562416667 00562416667 00562416667
00563575231 00563575231 00563575231
00564731481 00564731481 00564731481
00565890046 00565890046 00565890046
00567046296 00567046296 00567046296
00568203704 00568203704 00568203704
00569361111 00569361111 00569361111
00570518519 00570518519 00570518519
00571677083 00571677083 00571677083
00572833333 00572833333 00572833333
00573991898 00573991898 00573991898
00575148148 00575148148 00575148148
00576306713 00576306713 00576306713
00577462963 00577462963 00577462963
0057862037 0057862037 0057862037
00579777778 00579777778 00579777778
00580935185 00580935185 00580935185
0058209375 0058209375 0058209375
0058325 0058325 0058325
00584408565 00584408565 00584408565
00585564815 00585564815 00585564815
00586722222 00586722222 00586722222
00587880787 00587880787 00587880787
00589037037 00589037037 00589037037
00590195602 00590195602 00590195602
00591351852 00591351852 00591351852
00592510417 00592510417 00592510417
00593666667 00593666667 00593666667
00594825231 00594825231 00594825231
00595981481 00595981481 00595981481
00597138889 00597138889 00597138889
00598297454 00598297454 00598297454
00599453704 00599453704 00599453704
00600612269 00600612269 00600612269
00601768519 00601768519 00601768519
00602927083 00602927083 00602927083
00604083333 00604083333 00604083333
00605240741 00605240741 00605240741
00606399306 00606399306 00606399306
00607555556 00607555556 00607555556
0060871412 0060871412 0060871412
0060987037 0060987037 0060987037
00611028935 00611028935 00611028935
00612185185 00612185185 00612185185
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0061334375 0061334375
006145 006145
00615657407 00615657407
00616815972 00616815972
00617972222 00617972222
00619130787 00619130787
00620287037 00620287037
00621445602 00621445602
0036912963
00370288194
00371444444
00372601852
00373759259
00374916667
00376074074
00377231481
00378390046
00379546296
00380704861
00381861111
00383018519
00384175926
00385333333
00386490741
00387648148
00388806713
00389962963
0039112037
00392277778
00393435185
00394592593
0039575
00396907407
00398064815
0039922338
0040037963
00401537037
00402694444
00403851852
00405009259
00406166667
00407325231
00408481481
00409638889
00410796296
00411953704
00413112269
00414268519
00415427083
00416583333
00417741898
00418898148
00420055556
00421212963
0042237037
00423528935
00424685185
0042584375
00427
00428157407
00429314815
00430472222
0043162963
00432787037
00433945602
00435101852
00436260417
00437416667
00438574074
00439731481
00440888889
00442046296
00443203704
00444362269
00445518519
00446675926
00447833333
00448990741
00450148148
00451305556
0045246412
0045362037
00454778935
00455935185
00457092593
0045825
00459407407
00460565972
00461722222
00462880787
00464037037
00465195602
00466351852
00467509259
00468667824
00469824074
00470982639
00472138889
00473297454
00474453704
00475611111
00476768519
00477925926
00479084491
00480240741
00481399306
00482555556
0048371412
0048487037
00486027778
00487186343
00488342593
00489501157
00490657407
00491815972
00492972222
0049412963
00495287037
00496444444
00497603009
00498759259
00499917824
00501074074
00502232639
00503388889
00504546296
00505704861
00506861111
00508019676
00509175926
00510334491
00511490741
00512648148
00513806713
00514962963
00516121528
00517277778
00518436343
00519592593
00520751157
00521907407
00523064815
00524222222
0052537963
00526538194
00527694444
00528853009
00530009259
00531166667
00532324074
00533481481
00534640046
00535796296
00536954861
00538111111
00539269676
00540425926
00541583333
00542741898
00543898148
00545056713
00546212963
00547371528
00548527778
00549685185
00550842593
00552
00553158565
00554314815
0055547338
0055662963
00557788194
00558944444
00560101852
00561260417
00562416667
00563575231
00564731481
00565890046
00567046296
00568203704
00569361111
00570518519
00571677083
00572833333
00573991898
00575148148
00576306713
00577462963
0057862037
00579777778
00580935185
0058209375
0058325
00584408565
00585564815
00586722222
00587880787
00589037037
00590195602
00591351852
00592510417
00593666667
00594825231
00595981481
00597138889
00598297454
00599453704
00600612269
00601768519
00602927083
00604083333
00605240741
00606399306
00607555556
0060871412
0060987037
00611028935
00612185185
Page 3: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom3

Side by Side SummaryTier M αi h g(t) 999

BW0 2 -1 +1 07 Normalized impulse response of a high order

Bessel filter with 3 dB bandwidth = 07 bit rate203

I 3 -1 0 +1 05 Normalized windowed impulse response of a spectral raised cosine 8 bits long

098

II 4 -3 -1 +1 +3 416 516 Normalized raised cosine 3 symbols (6 bits) long 075

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom4

BER Performance Comparison

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom5

Todayrsquos Modulation Tour

Data Quality Metric (DQM)

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom7

How to Assess Data Quality Measured BER is not practical

Requires known data in the stream ndash not possible with encryption Takes a long time to measure low BERs

Bit error probability (BEP) howeverhellip Does not require any known data Can be determined quickly and accurately from demodulator statistics Is an unbiased quality metric regardless of channel impairments When calibrated per a standardized procedure DQM based on BEP allows DQE

from multiple vendors to interoperate

Each vendor can use their own algorithm for developing BEP DQM is calculated directly from BEP

Use of Likelihood Ratio leads to maximum likelihood BSS algorithms Converted to 16-bit integer on log scale

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom8

Definition of DQM Start with BEP derived within demod Likelihood Ratio (LR) = (1 - BEP) BEP DQM = min (round (log10 (LR) 12 (2^16)) 2^16 -1)

16-bit unsigned integer ranges from 0 to 65535

Easily reversed LR = 10^(-12 DQM 2^16) BEP = 1 (1 + LR)

Define ldquoQrdquo as the ldquoUserrsquos DQMrdquo Q = 12 DQM 65535 Represents the exponent of 10 in the BEP Examples

Q = 3 BEP = 1e-3 Q = 7 BEP = 1e-7

Arbitrarily cap Q at ldquoa perfect 10rdquo

BEP LR DQM Q05 100 0 000

1E-01 111111E-01 5211 0951E-02 101010E-02 10899 2001E-03 100100E-03 16382 3001E-04 100010E-04 21845 4001E-05 100001E-05 27307 5001E-06 100000E-06 32768 6001E-07 100000E-07 38229 7001E-08 100000E-08 43691 8001E-09 100000E-09 49152 9001E-10 100000E-10 54613 10001E-11 100000E-11 60075 10001E-12 100000E-12 65535 1000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom9

DQE Format

Header 16-bit sync pattern (0xFAC4)

MSB first 1111101011000100 8-bit reserved word potentially for packet header version number (currently 0) 8-bit reserved word potentially for source ID tag (currently 0) 16-bit DQM

Payload data User selectable length (128 le N le 16536) Defaults to 4096

16-bitSync

Pattern 8-bi

tW

ord 16-bitDQM N bits of payload data (128 le N le 16536)8-

bit

Wor

d

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom10

Calibration of DQM Calibrate DQM under various channel impairments

AWGN ndash static level AWGN ndash dynamic level (step response) Dropouts In-band and adjacent channel interference Phase noise Timing jitter Static multipath

Test procedures are being developed to evaluate accuracy of DQM Targeted for inclusion in IRIG 118

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom11

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom12

DQM Calibration in AWGN Required as a baseline for all other tests

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom13

DQM Step Response Assesses timeliness of DQM values UUT stays synchronized during test

One block at each step is a blend of the two states

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom14

DQM Fade Recovery Includes UUT synchronization time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom15

DQM Interference Test Interference is not AWGN but it causes bit errors

Diversity Combining

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom17

Maximal Ratio Combining Many telemetry systems utilize diversity reception

Frequency separation using two transmitter Orthogonal polarizations using cross-polarized antenna feeds

Combining two (or more) copies of the same signal Diversity combining Creates a third signal to be demodulated BER performance of third signal is better than either of the individual signals

Special case ndash the leading use of diversity Linearly polarized transmit antenna on test article ndash could be at any orientation Left-hand and right-hand circularly polarized receive antennas Each receive antenna loses half the transmit power Diversity combiner puts it all back together eliminating the polarization loss Frequency diversity works the same way but uses twice the bandwidth

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom18

Maximal Ratio Combining

Weight each signal in proportion to its SNR and add Yields optimum SNR on combined channel in AWGN SNRcombined = SNRa + SNRb

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom19

Maximal Ratio Combining

Jump to file diversity-combiner-videomp4 Or click to view on our website Combining Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom20

BER Results - Fading Signals

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom21

Measured Combiner BER - Tier 0

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom22

Measured Combiner BER - Tier I

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom23

Measured Combiner BER - Tier II

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom24

Combiner Summary Receive-side processing

No transmitter impact

Phase aligns the signals Forms weighted sum of two inputs SNR of the weighted sum is at least as high as the better signal May be as much as 3 dB higher (equal input case) Conventional combiner design assumes signals are time-aligned

Performance falls off rapidly with increasing time skew Combiner will probably fail altogether at plusmn frac12 bit time skew

Some combiners do both phase alignment and time alignment Supports operation with spatially separated antennas

If you have access to two copies of the signal use them

Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom26

Telemetry Channels are Bursty

Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude

00E+00

50E+06

10E+07

15E+07

20E+07

25E+07

0 500 1000 1500 2000 2500

Elapsed Time - Seconds

Bit

Erro

rs

ERR NDERR DBS

Figure from Robert Jefferis Tybrin Edwards AFB Reprinted by permission of the author

In a typical flight test the vast majority of bit errors occur at dropouts

Chart3 (2)

LA DBS
1
1
1
096875
09761904762
09807692308
09838709677
09861111111
0987804878
09891304348
09901960784
09910714286
09918032787
09924242424
09929577465
09934210526
09938271605
09941860465
09945054945
09947916667
0995049505
09952830189
09954954955
09956896552
09958677686
0996031746
09961832061
09963235294
09964539007
09965753425
09966887417
09967948718
09968944099
09969879518
09970760234
09971590909
09972375691
0997311828
0997382199
09974489796
09975124378
09975728155
09976303318
09976851852
09977375566
09977876106
09956709957
09957627119
09958506224
09959349593
09960159363
099609375
09961685824
09962406015
09963099631
09963768116
09964412811
09965034965
09965635739
09966216216
09966777409
09967320261
09967845659
0996835443
09968847352
09969325153
0996978852
09970238095
09970674487
09971098266
09971509972
09971910112
09972299169
09972677596
09973045822
09973404255
09973753281
09974093264
09974424552
09974747475
09975062344
09975369458
099756691
09975961538
09976247031
09976525822
09976798144
0997706422
09977324263
09977578475
09977827051
09978070175
09978308026
09978540773
09978768577
09978991597
09979209979
09979423868
09979633401
0997983871
0998003992
09980237154
09980430528
09980620155
09980806142
09980988593
09981167608
09981343284
09981515712
09981684982
0998185118
09982014388
09982174688
09982332155
09982486865
09982638889
09982788296
09982935154
09983079526
09983235541
09983361065
0998349835
09983633388
09983766234
0998389694
09984025559
09984152139
0998427673
09984399376
09984520124
09984639017
09984756098
09984871407
09984984985
0998509687
09985207101
09985315712
09985422741
0998552822
09985632184
09985734665
09985835694
09985935302
0998603352
09986130374
09986225895
09986320109
09986413043
09986504723
09986595174
09986684421
09986772487
09986859396
0998694517
09987029831
09987113402
09987195903
09987277354
09987357775
09987437186
09987515605
09987593052
09987669544
09987745098
09987819732
09987893462
09987966306
09988038278
09988109394
09988179669
09988249119
09988317757
09988385598
09988452656
09988518944
09988584475
09988649262
09988713318
09988776655
09988839286
09988901221
09988962472
09989023052
09989082969
09989142237
09989200864
09989258861
09989316239
09989373007
09989429175
09989484753
09989539749
09989594173
09989648033
09989701339
09989754098
0998980632
09989858012
09989909183
09989959839
0999000999
09990059642
09990108803
0999015748
09990210475
09990253411
09990300679
0999034749
09990393852
0994744386
09938154139

Chart1

EFS ND
EFS DBS
1
0
11
6
21
16
31
24
41
34
50
43
59
52
69
62
79
72
88
81
97
90
106
99
115
108
124
117
134
127
141
134
149
142
158
151
165
158
174
167
184
177
193
186
202
195
211
204
220
213
229
222
239
232
246
240
253
247
261
255
271
265
280
274
290
284
299
293
308
302
318
312
327
321
337
331
346
340
356
350
363
357
372
366
381
375
390
384
399
393
409
403
413
410
419
420
421
430
421
440
421
450
435
460
444
470
453
480
462
490
472
500
481
510
488
520
496
530
506
540
516
550
526
560
536
570
543
580
553
590
562
600
572
610
581
620
591
630
600
640
608
650
617
660
623
670
626
680
636
690
639
700
639
710
639
720
642
730
646
740
651
750
659
760
667
769
674
779
677
789
680
799
689
809
692
819
692
829
693
839
694
849
694
859
694
869
695
879
696
889
698
899
699
909
702
919
707
929
713
939
721
949
727
959
731
969
738
979
746
989
747
999
747
1009
747
1019
747
1029
747
1039
753
1049
755
1059
755
1069
755
1079
755
1089
755
1099
755
1109
755
1119
755
1129
758
1139
763
1149
770
1159
777
1169
785
1179
794
1189
801
1199
809
1209
814
1219
815
1229
821
1239
826
1249
832
1259
837
1269
842
1279
842
1289
844
1299
844
1309
844
1319
847
1329
854
1339
858
1349
858
1359
858
1369
858
1379
860
1389
860
1399
860
1409
860
1419
861
1429
862
1439
862
1449
862
1459
862
1469
862
1479
862
1489
862
1499
863
1509
863
1517
866
1527
866
1537
866
1547
866
1557
866
1567
867
1577
867
1587
867
1597
867
1607
867
1617
867
1627
867
1637
867
1647
867
1657
867
1667
867
1677
867
1687
867
1697
867
1707
867
1717
867
1727
867
1737
867
1747
867
1757
867
1767
867
1777
867
1787
867
1797
867
1807
867
1817
867
1827
867
1837
867
1847
867
1857
867
1867
867
1877
867
1887
867
1896
867
1906
867
1913
867
1922
867
1929
867
1936
867
1941
867
1944
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945

Chart2

SES ND
SES DBS
UNA ND
Time hrminsec
Severe Error Seconds
SES and UNA Accumulation HistoryARTM flight 78 Eastbound Supersonic Corridor
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
3
2
0
6
2
0
13
2
0
11
2
13
11
2
23
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
28
11
2
38
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
47
11
2
57
11
2
67
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
16
2
77
21
2
77
28
2
77
23
2
93
23
2
103
23
2
113
23
2
112
29
2
112
23
2
129
23
2
139
23
2
149
23
2
159
23
11
169
23
13
179

Chart3

LA ND
LA DBS
1
1
1
1
1
1
1
096875
1
09761904762
1
09807692308
1
09838709677
1
09861111111
1
0987804878
1
09891304348
1
09901960784
1
09910714286
1
09918032787
1
09924242424
1
09929577465
1
09934210526
1
09938271605
1
09941860465
1
09945054945
1
09947916667
1
0995049505
1
09952830189
1
09954954955
1
09956896552
1
09958677686
1
0996031746
1
09961832061
1
09963235294
1
09964539007
1
09965753425
1
09966887417
1
09967948718
1
09968944099
1
09969879518
1
09970760234
1
09971590909
1
09972375691
1
0997311828
1
0997382199
1
09974489796
1
09975124378
1
09975728155
1
09976303318
1
09976851852
1
09977375566
1
09977876106
09935205184
09956709957
09873150106
09957627119
09730848861
09958506224
09513184584
09959349593
09324055666
09960159363
09454191033
099609375
09464627151
09961685824
0947467167
09962406015
09484346225
09963099631
09493670886
09963768116
09502664298
09964412811
09511343805
09965034965
09519725557
09965635739
09527824621
09966216216
09535655058
09966777409
09543230016
09967320261
09550561798
09967845659
09557661927
0996835443
09564541213
09968847352
09571209801
09969325153
09577677225
0996978852
09583952452
09970238095
09590043924
09970674487
09595959596
09971098266
0960170697
09971509972
09607293128
09971910112
09612724758
09972299169
09618008186
09972677596
09623149394
09973045822
0962815405
09973404255
09488859764
09973753281
0936610608
09974093264
09399744572
09974424552
09407313997
09974747475
09414694894
09975062344
09421894219
09975369458
09428918591
099756691
0943577431
09975961538
09442467378
09976247031
09449003517
09976525822
09455388181
09976798144
09461626575
0997706422
09467723669
09977324263
09473684211
09977578475
09479512735
09977827051
09485213582
09978070175
09490790899
09978308026
0949624866
09978540773
09501590668
09978768577
09506820567
09978991597
09511941848
09979209979
09516957862
09979423868
09521871821
09979633401
09526686808
0997983871
09531405783
0998003992
09536031589
09980237154
0954056696
09980430528
09545014521
09980620155
09549376798
09980806142
0955365622
09980988593
09557855127
09981167608
09561975769
09981343284
09566020314
09981515712
09569990851
09981684982
09573889393
0998185118
0957771788
09982014388
09581478183
09982174688
09488084731
09982332155
09405074366
09982486865
09323503903
09982638889
09243336199
09982788296
09249786871
09982935154
09256128487
09983079526
09262363789
09983235541
09268495428
09983361065
09274525969
0998349835
0928045789
09983633388
09286293593
09983766234
09292035398
0998389694
09297685555
09984025559
09303246239
09984152139
0930871956
0998427673
0931410756
09984399376
0931941222
09984520124
09324635457
09984639017
09329779132
09984756098
09334845049
09984871407
09339834959
09984984985
09344750558
0998509687
09349593496
09985207101
09354365371
09985315712
09359067735
09985422741
09363702097
0998552822
09368269921
09985632184
0937277263
09985734665
09377211607
09985835694
09381588194
09985935302
09385903699
0998603352
0939015939
09986130374
09394356504
09986225895
09398496241
09986320109
09402579769
09986413043
09406608227
09986504723
09410582719
09986595174
09414504325
09986684421
09418374091
09986772487
0942219304
09986859396
09412915851
0998694517
09416720674
09987029831
09420476497
09987113402
09424184261
09987195903
09427844882
09987277354
09431459255
09987357775
09435028249
09987437186
09438552714
09987515605
09442033478
09987593052
09445471349
09987669544
09448867116
09987745098
09452221546
09987819732
0945553539
09987893462
09458809381
09987966306
09462044232
09988038278
09465240642
09988109394
09468399291
09988179669
09471520846
09988249119
09474605954
09988317757
09477655252
09988385598
09474899019
09988452656
09477911647
09988518944
09480889903
09988584475
09483834373
09988649262
09486745629
09988713318
09489624229
09988776655
09492470719
09988839286
09495285635
09988901221
09498069498
09988962472
0950082282
09989023052
09503546099
09989082969
09506239826
09989142237
09508904479
09989200864
09511540526
09989258861
09514148425
09989316239
09516728625
09989373007
09513998943
09989429175
09516552811
09989484753
09519079979
09989539749
09521580863
09989594173
09524055872
09989648033
09526505404
09989701339
09528929852
09989754098
09531329598
0998980632
09528636594
09989858012
09505799294
09989909183
09473156046
09989959839
09420868697
0999000999
09374068554
09990059642
09327731092
09990108803
09335956714
0999015748
09309838473
09990210475
09259620068
09990253411
09214735822
09990300679
09170284612
0999034749
09126260202
09990393852
09082656474
0994744386
09039467427
09938154139

Chart4

ERR ND
ERR DBS
Elapsed Time - Seconds
Bit Errors
Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude
0
2
0
26
0
26
0
41555
0
41555
2
41557
4
41559
4
41559
4
41559
8
41563
14
41569
22
41577
26
41581
34
41589
34
41589
68
41623
82
41637
94
41649
118
41673
136
41691
136
41691
142
41697
154
41709
158
41713
164
41719
172
41727
172
41727
178
41737
190
41745
198
41753
198
41753
202
41757
202
41757
206
41761
212
41767
212
41767
216
41771
216
41771
218
41773
218
41773
230
41785
232
41787
234
41789
236
41791
238
41793
238
41793
455111
60883
1306300
60883
3244655
60883
6882493
60883
7441715
60883
7441723
60883
7441727
60883
7441729
60883
7441731
60883
7441731
60883
7441733
60883
7441739
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441753
60883
7441753
60883
7441755
60883
7441755
60883
7441757
60883
7441757
60883
7441759
60883
7441767
60883
7441773
60883
7441797
60883
7441845
60883
7441845
60883
7441917
60883
8389029
60883
8418363
60883
8418429
60883
8418533
60883
8418625
60883
8418649
60883
8418769
60889
8418795
60889
8418867
60889
8418937
60889
8418941
60889
8419891
60889
8423291
60889
8423751
60889
8424419
60889
8425325
60889
8426223
60889
8426561
60889
8427649
60889
8428241
60889
8428341
60889
8428421
60889
8428491
60889
8428529
60889
8428561
60889
8428627
60889
8428717
60889
8428747
60889
8428751
60889
8429441
60889
8431061
60889
8432865
60889
8435265
60889
8436525
60889
8436565
60889
8436633
60889
8437273
60889
10546482
60889
11523904
60889
12122006
60889
12902569
60889
12905622
60889
12906068
60889
12906196
60889
12906246
60889
12906262
60889
12906272
60889
12906286
60889
12906302
60889
12906332
60889
12906356
60889
12906388
60889
12906452
60889
12907164
60889
12907196
60889
12907216
60889
12907256
60889
12907300
60889
12907446
60889
12907500
60889
12907802
60889
12907944
60889
12907984
60889
12908002
60889
12908050
60889
12915334
60889
12915890
60889
12916062
60889
12916368
60889
12917424
60889
12917612
60889
12919282
60889
12919502
60889
12920094
60889
12920542
60889
12921018
60889
12921360
60889
12950485
60889
12953417
60889
12955543
60889
12955837
60889
12958545
60917
12958685
60917
12961813
60917
12964137
60917
12965119
60917
12965901
60917
12966433
60917
12968037
60917
12968811
60917
12969943
60917
12970133
60917
12970893
60917
12972463
60917
12973469
60917
12974725
60917
12977483
60917
12988390
60917
12992040
60917
12993836
60917
12995140
60917
12997858
60917
13000280
60917
13000986
60917
13006560
60917
13009966
60917
13013370
60917
13019200
60917
13022478
60917
13026006
60917
13028008
60917
13031052
60917
13035850
60917
13054558
60917
13070358
60917
13076908
60917
13078830
60917
13080042
60917
13082014
60917
13082710
60919
13084412
60919
13094909
60929
13165973
60931
15925826
60939
21779923
60947
32657370
60965
45898031
61053
45904033
61223
49793500
61471
69086529
61639
93851104
61827
118870561
62105
143968305
63907
168991872
215373
193965216
249045
218989101
276945
243962303
17010756
268810939
41387129
293983858
66553166
318932313
91502733
343805753
96245442
368754298
96987496
393802939
97498851

FIREBERD1_07_22_2004_Midway

jefferis robertLOS both systems LOS of ND system lost prior to this time
jefferis robertturn into eastbound run major signal disturbance on both receivers
jefferis robertclassic 2-ray MP cycles
jefferis robertthis is eastbound run on high-speed super corridor includes turn around 010048

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom27

Synchronization Test IRIG 118-12 Procedure 74 (Flat Fade Recovery Test) Transmit randomized ones pattern Measure time at which output becomes ldquoall (or mostly) onesrdquo

IRIG Randomizer Modulator Add Noise

Noise

Switch

Demodwith

DerandomizerTimer

OnesDetector

All ones

Controller

Start

Stop

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom28

Typical Sync Test

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom29

Synchronization Parameters Modulation technique

Tier 0 uses more bandwidth ndash easier to synchronize to Tier I is spectrally compact making it slippery ndash synchronization is more difficult

Trellis demodulation helps achieve sync

Tier II is even more compact ndash synchronization takes longer

Bit rate Fixed-duration tasks amount to more bits at high bit rates

Signal to noise ratio Sync times will be longer at low SNR

Synchronization threshold SNR at which the demodulator can acquire sync

Sync loss threshold SNR at which a synchronized demodulator will drop sync

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom30

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom31

Tier I Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom32

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom33

Low SNR Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom34

Synchronization Summary

The aeronautical telemetry channel is plagued with dropouts

Rapid synchronization and synchronization at low SNR is the best means of minimizing the impact of these dropouts

IRIG 118 defines test procedures for measuring sync time and sync thresholds

Pay attention to synchronization performance

Adjacent Channel Interference

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom36

PSD is Half the Story

Overall spectral efficiency is determined by spacing between channels

Receiver selectivity affects channel spacing A valid comparison must account for both

transmitted spectrum and ldquotolerablerdquo receiver filtering

Not all modulations are equally ldquotolerantrdquo of IF filtering and interference

Multi-channel testing accounts for these factors

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom37

Multi-channel ACI Test Set

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom38

9 Mbps Multi-h CPM Multichannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom39

BER as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom40

Degradation as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom41

IC=20 dB

ACI Summary

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom42

Frequency Separation Rulewhere

bull ΔF0 = the minimum center frequency separation in MHzbull Rs = bit rate of desired signal in Mbsbull Ri = bit rate of interfering signal in Mbs

ΔF0 = asRs + aiRi

The NRZ PCMFM signals are assumed to be premodulation filtered with a multi-pole filter with 3 dB point of 07 times the bit rate and the peak deviation is assumed to be approximately 035 times the bit rate

The receiver IF filter is assumed to be no wider than 15 times the bit rate and provides at least 6 dB of attenuation of the interfering signal

The interfering signal is assumed to be no more than 20 dB stronger than the desired signal The receiver is assumed to be operating in linear mode no significant intermodulation products or spurious

responses are present

Sheet1

Sheet2

Sheet3

Multipath Propagation

Brace yourselfGreek symbols ahead

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom44

Multipath Propagation

The picture cant be displayed

Dry lake bed = smooth reflecting surface

Narrow beam receive antennaAirborne transmitter Line-of-sight communications link

Irregular terrain

Low elevation angle

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom45

Assumptions Channel can be modeled as a linear time-invariant

(LTI) system over ldquoshort enoughrdquo time interval

Line-of-sight propagation path

L-1 multipath propagation paths

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

Complex-valued path loss

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom46

2-Ray Transfer Function Magnitude of first multipath reflection Γ1 ldquosweep raterdquo of multipath null ~

(dB)

1 (0 dB)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom47

3-Ray Transfer Function

1 (0 dB)

M

D

(dB)

(3-Ray Model)(dB)

(2-Ray Model)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom48

Multipath on the Tarmac

Nearly static frequency selective long delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom49

Multipath in Flight Dynamic frequency selective and flat fading various delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom50

Multipath Summary

If your test article operates near the ground you are quite likely experiencing multipath

If so there will be intervals during which no useful data is recovered

Loss of bit count integrity is likely Encrypted links will lose crypto sync

What to do Stay tuned for the ldquoAdaptive Equalizerrdquo discussion

Adaptive Equalization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom52

Multipath is Ugly

Equalization can turn

this intohellip this

Actual multipath from aircraft on the tarmac at Edwards AFB

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom53

Adaptive Equalization

Consider the multipath channel to be a filter Varies over time

Consider building a filter which ldquoundoesrdquo the filtering imposed by the channel Let it keep track of the the channel and continuously adapt itself

to the channel

Presto You have an adaptive equalizer Can repair damage done by multipath Works with a single receiver Requires no bandwidth expansion Requires no changes to the transmitter

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom54

Equalizer Techniques

JG Proakis Digital Communications 1989 2nd Edition

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom55

Generic Adaptive Equalizer

Equalizer DecisionDevice

EqualizerAdjustment

ErrorCalculation

TrainingSequence

SymbolStatistics

Training Mode Blind Mode

Decision-Directed Mode

Transmitted Signal

Received Signal Recovered

Data

EqualizedSignal

Error

Tap Weights

RFChannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom56

Adaptive EQ - Adapting

Jump to file equalizer-out-pcmfm-3ray-dynamic-videomp4 Or click to view on our website PCMFM Adaptive Equalizer Video

Jump to file equalizer-out-soqpsk-3ray-dynamic-videomp4 Or click to view on our website SOQPSK Adaptive Equalizer Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom57

Adaptive Equalizer in Action Jump to file rdms-rackmount-receiver-adaptive-equalizer-

demonstration-videomp4 Or click to view on our website Adaptive Equalizer Demonstration Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom58

Adaptive Equalizer Summary Adaptive equalizer can ldquoundordquo multipath distortion Requires no changes at the transmit end

If available a training sequence can be helpful

Effectiveness of equalizer depends on the severity of the multipath

Well-designed equalizers monitor their own performance and disengage when they are doing badly This must be done without losing bit count integrity

If you have multipath use an equalizer

Performance Evaluation of Adaptive Equalizers

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom60

So Many Channelshellip

Each path is characterized by Delay Amplitude Phase shift (potentially time-varying)

2 3 or more paths Modulation matters SNR matters Need a 10-dimensional universe to plot the

results Way too many test points

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom61

Letrsquos Simplify

Stick to 2-ray model Easy to synthesize Still allows a range of channels from easy to impossible Maybe we add a third ray for a limited set of tests

Stick to one SNR High enough that the equalizer works on mitigating multipath not

rejecting noise Not so high that there are never any bit errors Should reflect actual use cases Propose 20 dB

Limited set of amplitudes and delays Many phase angles

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom62

Proposed Signal Conditions

Pick a carrier frequency How many Nulls ldquosweep fasterrdquo at higher frequencies (dynamic case only)

20 dB SNR (without multipath) Tier 0 I and II

Tier 0 1 5 10 20 Mbps Tier I and Tier II 2 10 20 and 40 Mbps

Areas for further research STC ndash different multipath on each signal hmmmhellip LDPC ndash six codes

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom63

Proposed Static Channels

Channel response depends on Carrier frequency Delay Reflection amplitude Reflection phase

Delays (in bits) of 05 1 2 5 10 20 and 50 Delays much shorter than 05 bit are essentially flat fades where

the signal power is simply gone EQ cannot help Amplitudes of 05 to 09 in steps of 01

For bonus points include 095 and 098

Phases of 0deg to 360deg in 10deg steps

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom64

What is the Measured Value

Must be observable with EQ both on and off Bit error rate is universally understood DQM is readily computed from BER

With calibration DQM is much more quickly measured

Remind me again what is DQM

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom65

Definition of DQM (aka Q)

To a statistician DQM is the ldquoLog Likelihood Ratiordquo Start with probability of error P

Be practical 05 lt P lt 1e-12 BEP derived within demod BER measured with a BERT

Likelihood Ratio (LR) = P (1 ndash P) Q = min (-log10(LR) 12) Easily reversed

P = 10-Q (1 + 10-Q)

Short version Q = 5 P = 1e-5

P Q05 0000

1E-01 09541E-02 19961E-03 30001E-04 40001E-05 50001E-06 60001E-07 70001E-08 80001E-09 90001E-10 100001E-11 110001E-12 12000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom66

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom67

Test Procedure

Set frequency modulation and bit rate Turn the equalizer off Set EbN0 to 20 dB Set direct path to delay 0 amplitude 1 angle 0 Enable multipath Set reflected path delay and amplitude Loop through delayed path phase

0 degrees to 360 degrees in 10 degree steps Record DQM at each step or record BER and calculate DQM Plot DQM versus phase in polar form

Turn equalizer on and repeat If two test units are available test EQ on and EQ off at the same time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom68

Grading the Tests

Measure BER with EQ on and off then compute DQM If your DQM is well calibrated measure DQM directly

Plot DQM vs delay path phase in polar form Radius = DQM Angle = phase of delayed path

Result will be a distorted ldquohooprdquo Bigger radius is better Some angles will be worse than others

Compute the area of each ldquohooprdquo for EQ on and off ldquoEqualizer Benefitrdquo = Areaon ndash Areaoff

Since the radius is (essentially) the logarithm of the BER the difference is the number of orders of magnitude improvement in BER

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom69

DQM Calibration

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom70

No Multipath No Problem

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom71

0-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom72

30-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom73

60-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom74

90-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom75

120-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom76

150-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom77

180-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom78

210-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom79

240-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom80

270-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom81

300-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom82

330-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom83

360-100-09

Test Results Examples

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom85

10 Mbps SOQPSK 1 bit Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom86

10 Mbps SOQPSK 2 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom87

10 Mbps SOQPSK 5 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom88

10 Mbps SOQPSK 10 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom89

10 Mbps SOQPSK 20 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom90

What About Dynamics

Most pronounced effect of target motion is variation in phase of the reflected path Manifests as spectral nulls sweeping through spectrum

Proposal Stress the equalizer by sweeping the null faster and faster until

the EQ benefit starts to drop Similar to the Break Frequency test for combiners

Figure of merit becomes the ldquoBreak Frequencyrdquo of the equalizer

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom91

What Can we Measure

Measure the BER averaged over all phases Correlates with moving test article Convert to DQM Or measure DQM but average it correctly (see next slide)

For consistency with the static plots plot DQM versus ldquospin raterdquo

Plot multiple delay path amplitudes on one chart Separate charts for each delay value

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom92

Equalizer Break Frequency

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom93

Course Outline ndash Day 3

Impairment Mitigation Techniques Adaptive Equalization Best Source Selection Best Channel Selection Space-Time Coding (STC) Low Density Parity Check (LDPC) Coding

Using All the Tools Together Performance Comparison amp Summary Link Budgets

  • Telemetry Smorgasbord
  • Course Outline ndash Day 2
  • Side by Side Summary
  • BER Performance Comparison
  • Todayrsquos Modulation Tour
  • Data Quality Metric (DQM)
  • How to Assess Data Quality
  • Definition of DQM
  • DQE Format
  • Calibration of DQM
  • DQM Calibration Fixture
  • DQM Calibration in AWGN
  • DQM Step Response
  • DQM Fade Recovery
  • DQM Interference Test
  • Diversity Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • BER Results - Fading Signals
  • Measured Combiner BER - Tier 0
  • Measured Combiner BER - Tier I
  • Measured Combiner BER - Tier II
  • Combiner Summary
  • Synchronization
  • Telemetry Channels are Bursty
  • Synchronization Test
  • Typical Sync Test
  • Synchronization Parameters
  • Tier 0 Synchronization
  • Tier I Synchronization
  • Tier 0 Synchronization
  • Low SNR Synchronization
  • Synchronization Summary
  • Adjacent Channel Interference
  • PSD is Half the Story
  • Multi-channel ACI Test Set
  • 9 Mbps Multi-h CPM Multichannel
  • BER as a Function of F
  • Degradation as a Function of F
  • ACI Summary
  • Frequency Separation Rule
  • Multipath Propagation
  • Multipath Propagation
  • Assumptions
  • 2-Ray Transfer Function
  • 3-Ray Transfer Function
  • Multipath on the Tarmac
  • Multipath in Flight
  • Multipath Summary
  • Adaptive Equalization
  • Multipath is Ugly
  • Adaptive Equalization
  • Equalizer Techniques
  • Generic Adaptive Equalizer
  • Adaptive EQ - Adapting
  • Adaptive Equalizer in Action
  • Adaptive Equalizer Summary
  • Performance Evaluation of Adaptive Equalizers
  • So Many Channelshellip
  • Letrsquos Simplify
  • Proposed Signal Conditions
  • Proposed Static Channels
  • What is the Measured Value
  • Definition of DQM (aka Q)
  • DQM Calibration Fixture
  • Test Procedure
  • Grading the Tests
  • DQM Calibration
  • No Multipath No Problem
  • 0-100-09
  • 30-100-09
  • 60-100-09
  • 90-100-09
  • 120-100-09
  • 150-100-09
  • 180-100-09
  • 210-100-09
  • 240-100-09
  • 270-100-09
  • 300-100-09
  • 330-100-09
  • 360-100-09
  • Test Results Examples
  • 10 Mbps SOQPSK 1 bit Delay
  • 10 Mbps SOQPSK 2 Bits Delay
  • 10 Mbps SOQPSK 5 Bits Delay
  • 10 Mbps SOQPSK 10 Bits Delay
  • 10 Mbps SOQPSK 20 Bits Delay
  • What About Dynamics
  • What Can we Measure
  • Equalizer Break Frequency
  • Course Outline ndash Day 3
Modulation Type as ai Rs = Ri
NRZ PCMFM 1 for receivers with RLC final Intermediate Frequency (IF) filters 12 22
07 for receivers with Surface Acoustic Wave (SAW) or digital IF filters 12 19
05 with multi-symbol detectors (or equivalent devices) 12 17
FQPSK-B FQPSK-JR SOQPSK-TG 045 065 11
ARTM CPM 035 05 085
time delta t BER ORC BER ND BER DBS ERR ORC ERR ND ERR DBS EFS ORC EFS ND EFS DBS SES ORC SES ND SES DBS ES ORC ES ND ES DBS UNA ORC UNA ND UNA DBS ET ET ND ET DBS LA ND LA DBS
05309 000 000E+00 -100E+00 0 2 1 0 0 0 0 1 0 0 4 3 2 1 1
05319 1000 000E+00 530E-07 0 26 11 6 0 0 0 4 0 0 14 13 12 1 1
05329 2000 000E+00 260E-07 0 26 21 16 0 0 0 4 0 0 24 23 22 1 1
05339 3000 000E+00 278E-04 0 41555 31 24 0 1 0 6 0 0 34 33 32 1 096875
05349 4000 000E+00 208E-04 0 41555 41 34 0 1 0 6 0 0 44 43 42 1 09761904762
05359 5000 800E-09 166E-04 2 41557 50 43 0 1 1 7 0 0 54 53 52 1 09807692308
05409 6000 100E-08 139E-04 4 41559 59 52 0 1 2 8 0 0 64 63 62 1 09838709677
05419 7000 100E-08 119E-04 4 41559 69 62 0 1 2 8 0 0 74 73 72 1 09861111111
05429 8000 100E-08 104E-04 4 41559 79 72 0 1 3 9 0 0 83 83 82 1 0987804878
05439 9000 200E-08 924E-05 8 41563 88 81 0 1 3 9 0 0 94 93 92 1 09891304348
05449 10000 280E-08 832E-05 14 41569 97 90 0 1 4 10 0 0 104 103 102 1 09901960784
05459 11000 400E-08 757E-05 22 41577 106 99 0 1 5 11 0 0 114 113 112 1 09910714286
05509 12000 430E-08 693E-05 26 41581 115 108 0 1 6 12 0 0 124 123 122 1 09918032787
05519 13000 520E-08 640E-05 34 41589 124 117 0 1 7 13 0 0 134 133 132 1 09924242424
05529 14000 480E-08 594E-05 34 41589 134 127 0 1 8 14 0 0 144 143 142 1 09929577465
05539 15000 900E-08 555E-05 68 41623 141 134 0 1 10 16 0 0 154 153 152 1 09934210526
05549 16000 100E-07 521E-05 82 41637 149 142 0 1 12 18 0 0 164 163 162 1 09938271605
05559 17000 110E-07 490E-05 94 41649 158 151 0 1 13 19 0 0 174 173 172 1 09941860465
05609 18000 131E-07 463E-05 118 41673 165 158 0 1 16 22 0 0 184 183 182 1 09945054945
05619 19000 143E-07 439E-05 136 41691 174 167 0 1 17 23 0 0 194 193 192 1 09947916667
05629 20000 136E-07 417E-05 136 41691 184 177 0 1 18 24 0 0 204 203 202 1 0995049505
05639 21000 135E-07 397E-05 142 41697 193 186 0 1 18 24 0 0 214 213 212 1 09952830189
05649 22000 140E-07 379E-05 154 41709 202 195 0 1 19 25 0 0 224 223 222 1 09954954955
05659 23000 137E-07 363E-05 158 41713 211 204 0 1 20 26 0 0 234 233 232 1 09956896552
05709 24000 136E-07 348E-05 164 41719 220 213 0 1 21 27 0 0 244 243 242 1 09958677686
05719 25000 137E-07 334E-05 172 41727 229 222 0 1 22 28 0 0 254 253 252 1 0996031746
05729 26000 132E-07 321E-05 172 41727 239 232 0 1 23 29 0 0 264 263 262 1 09961832061
05739 27000 132E-07 309E-05 178 41737 246 240 0 1 26 31 0 0 274 273 272 1 09963235294
05749 28000 135E-07 298E-05 190 41745 253 247 0 1 28 33 0 0 284 283 282 1 09964539007
05759 29000 136E-07 288E-05 198 41753 261 255 0 1 30 35 0 0 294 293 292 1 09965753425
05809 30000 132E-07 278E-05 198 41753 271 265 0 1 30 35 0 0 304 303 302 1 09966887417
05819 31000 130E-07 269E-05 202 41757 280 274 0 1 31 36 0 0 314 313 312 1 09967948718
05829 32000 126E-07 261E-05 202 41757 290 284 0 1 32 37 0 0 324 323 322 1 09968944099
05839 33000 125E-07 253E-05 206 41761 299 293 0 1 32 37 0 0 334 333 332 1 09969879518
05849 34000 124E-07 246E-05 212 41767 308 302 0 1 33 38 0 0 344 343 342 1 09970760234
05859 35000 121E-07 239E-05 212 41767 318 312 0 1 33 38 0 0 354 353 352 1 09971590909
05909 36000 120E-07 232E-05 216 41771 327 321 0 1 34 39 0 0 364 363 362 1 09972375691
05919 37000 117E-07 226E-05 216 41771 337 331 0 1 34 39 0 0 374 373 372 1 0997311828
05929 38000 115E-07 220E-05 218 41773 346 340 0 1 35 40 0 0 384 383 382 1 0997382199
05939 39000 112E-07 214E-05 218 41773 356 350 0 1 35 40 0 0 394 393 392 1 09974489796
05949 40000 115E-07 209E-05 230 41785 363 357 0 1 38 43 0 0 404 403 402 1 09975124378
05959 41000 113E-07 204E-05 232 41787 372 366 0 1 39 44 0 0 414 413 412 1 09975728155
10009 42000 111E-07 199E-05 234 41789 381 375 0 1 40 45 0 0 424 423 422 1 09976303318
10019 43000 110E-07 194E-05 236 41791 390 384 0 1 42 46 0 0 434 433 432 1 09976851852
10029 44000 108E-07 190E-05 238 41793 399 393 0 1 42 47 0 0 444 443 442 1 09977375566
10039 45000 106E-07 186E-05 238 41793 409 403 0 1 43 48 0 0 454 453 452 1 09977876106
10049 46000 198E-04 265E-05 455111 60883 413 410 3 2 49 50 0 0 464 463 462 09935205184 09956709957
10059 47000 555E-04 259E-05 1306300 60883 419 420 6 2 52 50 0 0 474 473 472 09873150106 09957627119
10109 48000 128E-03 254E-05 3244655 60883 421 430 13 2 61 50 0 0 484 483 482 09730848861 09958506224
10119 49000 277E-03 249E-05 6882493 60883 421 440 11 2 58 50 13 0 494 493 492 09513184584 09959349593
10129 50000 297E-03 244E-05 7441715 60883 421 450 11 2 58 50 23 0 504 503 502 09324055666 09960159363
10139 51000 291E-03 239E-05 7441723 60883 435 460 11 2 59 50 17 0 514 513 512 09454191033 099609375
10149 52000 286E-03 234E-05 7441727 60883 444 470 11 2 60 50 17 0 524 523 522 09464627151 09961685824
10159 53000 281E-03 230E-05 7441729 60883 453 480 11 2 61 50 17 0 534 533 532 0947467167 09962406015
10209 54000 275E-03 226E-05 7441731 60883 462 490 11 2 62 50 17 0 544 543 542 09484346225 09963099631
10219 55000 270E-03 221E-05 7441731 60883 472 500 11 2 62 50 17 0 554 553 552 09493670886 09963768116
10229 56000 266E-03 217E-05 7441733 60883 481 510 11 2 64 50 17 0 564 563 562 09502664298 09964412811
10239 57000 261E-03 214E-05 7441739 60883 488 520 11 2 66 50 17 0 574 573 572 09511343805 09965034965
10249 58000 256E-03 210E-05 7441747 60883 496 530 11 2 68 50 17 0 584 583 582 09519725557 09965635739
10259 59000 252E-03 206E-05 7441747 60883 506 540 11 2 68 50 17 0 594 593 592 09527824621 09966216216
10309 60000 248E-03 203E-05 7441747 60883 516 550 11 2 68 50 17 0 604 603 602 09535655058 09966777409
10319 61000 244E-03 200E-05 7441747 60883 526 560 11 2 68 50 17 0 614 613 612 09543230016 09967320261
10329 62000 240E-03 196E-05 7441747 60883 536 570 11 2 68 50 17 0 624 623 622 09550561798 09967845659
10339 63000 236E-03 193E-05 7441753 60883 543 580 11 2 71 50 17 0 634 633 632 09557661927 0996835443
10349 64000 232E-03 190E-05 7441753 60883 553 590 11 2 71 50 17 0 644 643 642 09564541213 09968847352
10359 65000 229E-03 187E-05 7441755 60883 562 600 11 2 72 50 17 0 654 653 652 09571209801 09969325153
10409 66000 225E-03 185E-05 7441755 60883 572 610 11 2 72 50 17 0 664 663 662 09577677225 0996978852
10419 67000 222E-03 182E-05 7441757 60883 581 620 11 2 73 50 17 0 674 673 672 09583952452 09970238095
10429 68000 219E-03 179E-05 7441757 60883 591 630 11 2 73 50 17 0 684 683 682 09590043924 09970674487
10439 69000 216E-03 176E-05 7441759 60883 600 640 11 2 74 50 17 0 694 693 692 09595959596 09971098266
10449 70000 212E-03 174E-05 7441767 60883 608 650 11 2 76 50 17 0 704 703 702 0960170697 09971509972
10459 71000 209E-03 172E-05 7441773 60883 617 660 11 2 77 50 17 0 714 713 712 09607293128 09971910112
10509 72000 207E-03 169E-05 7441797 60883 623 670 11 2 82 50 17 0 724 723 722 09612724758 09972299169
10519 73000 204E-03 167E-05 7441845 60883 626 680 11 2 88 50 17 0 734 733 732 09618008186 09972677596
10529 74000 201E-03 165E-05 7441845 60883 636 690 11 2 88 50 17 0 744 743 742 09623149394 09973045822
10539 75000 198E-03 162E-05 7441917 60883 639 700 11 2 96 50 17 0 754 753 752 0962815405 09973404255
10549 76000 221E-03 160E-05 8389029 60883 639 710 11 2 95 50 28 0 764 763 762 09488859764 09973753281
10559 77000 219E-03 158E-05 8418363 60883 639 720 11 2 95 50 38 0 774 773 772 0936610608 09974093264
10609 78000 216E-03 156E-05 8418429 60883 642 730 11 2 104 50 36 0 784 783 782 09399744572 09974424552
10619 79000 213E-03 154E-05 8418533 60883 646 740 11 2 110 50 36 0 794 793 792 09407313997 09974747475
10629 80000 210E-03 152E-05 8418625 60883 651 750 11 2 115 50 36 0 804 803 802 09414694894 09975062344
10639 81000 208E-03 150E-05 8418649 60883 659 760 11 2 116 50 36 0 814 813 812 09421894219 09975369458
10649 82000 205E-03 149E-05 8418769 60889 667 769 11 2 118 51 36 0 824 823 822 09428918591 099756691
10659 83000 203E-03 147E-05 8418795 60889 674 779 11 2 121 51 36 0 834 833 832 0943577431 09975961538
10709 84000 200E-03 145E-05 8418867 60889 677 789 11 2 128 51 36 0 844 843 842 09442467378 09976247031
10719 85000 198E-03 143E-05 8418937 60889 680 799 11 2 136 51 36 0 854 853 852 09449003517 09976525822
10729 86000 196E-03 142E-05 8418941 60889 689 809 11 2 137 51 36 0 864 863 862 09455388181 09976798144
10739 87000 193E-03 140E-05 8419891 60889 692 819 11 2 144 51 36 0 874 873 872 09461626575 0997706422
10749 88000 191E-03 138E-05 8423291 60889 692 829 11 2 154 51 36 0 884 883 882 09467723669 09977324263
10759 89000 189E-03 137E-05 8423751 60889 693 839 11 2 163 51 36 0 894 893 892 09473684211 09977578475
10809 90000 187E-03 135E-05 8424419 60889 694 849 11 2 172 51 36 0 904 903 902 09479512735 09977827051
10819 91000 185E-03 134E-05 8425325 60889 694 859 11 2 182 51 36 0 914 913 912 09485213582 09978070175
10829 92000 183E-03 132E-05 8426223 60889 694 869 11 2 192 51 36 0 924 923 922 09490790899 09978308026
10839 93000 181E-03 131E-05 8426561 60889 695 879 11 2 201 51 36 0 934 933 932 0949624866 09978540773
10849 94000 179E-03 130E-05 8427649 60889 696 889 11 2 210 51 36 0 944 943 942 09501590668 09978768577
10859 95000 177E-03 128E-05 8428241 60889 698 899 11 2 218 51 36 0 954 953 952 09506820567 09978991597
10909 96000 176E-03 127E-05 8428341 60889 699 909 11 2 227 51 36 0 964 963 962 09511941848 09979209979
10919 97000 174E-03 126E-05 8428421 60889 702 919 11 2 234 51 36 0 974 973 972 09516957862 09979423868
10929 98000 172E-03 124E-05 8428491 60889 707 929 11 2 239 51 36 0 984 983 982 09521871821 09979633401
10939 99000 170E-03 123E-05 8428529 60889 713 939 11 2 242 51 36 0 994 993 992 09526686808 0997983871
10949 100000 168E-03 122E-05 8428561 60889 721 949 11 2 244 51 36 0 1004 1003 1002 09531405783 0998003992
10959 101000 167E-03 121E-05 8428627 60889 727 959 11 2 248 51 36 0 1014 1013 1012 09536031589 09980237154
11009 102000 165E-03 119E-05 8428717 60889 731 969 11 2 254 51 36 0 1024 1023 1022 0954056696 09980430528
11019 103000 164E-03 118E-05 8428747 60889 738 979 11 2 257 51 36 0 1034 1033 1032 09545014521 09980620155
11029 104000 162E-03 117E-05 8428751 60889 746 989 11 2 259 51 36 0 1044 1043 1042 09549376798 09980806142
11039 105000 160E-03 116E-05 8429441 60889 747 999 11 2 269 51 36 0 1054 1053 1052 0955365622 09980988593
11049 106000 159E-03 115E-05 8431061 60889 747 1009 11 2 279 51 36 0 1064 1063 1062 09557855127 09981167608
11059 107000 158E-03 114E-05 8432865 60889 747 1019 11 2 289 51 36 0 1074 1073 1072 09561975769 09981343284
11109 108000 156E-03 113E-05 8435265 60889 747 1029 11 2 299 51 36 0 1084 1083 1082 09566020314 09981515712
11119 109000 155E-03 112E-05 8436525 60889 747 1039 11 2 309 51 36 0 1094 1093 1092 09569990851 09981684982
11129 110000 153E-03 111E-05 8436565 60889 753 1049 11 2 312 51 36 0 1104 1103 1102 09573889393 0998185118
11139 111000 152E-03 110E-05 8436633 60889 755 1059 11 2 321 51 36 0 1114 1113 1112 0957771788 09982014388
11149 112000 151E-03 109E-05 8437273 60889 755 1069 11 2 331 51 36 0 1124 1123 1122 09581478183 09982174688
11159 113000 183E-03 108E-05 10546482 60889 755 1079 11 2 330 51 47 0 1134 1133 1132 09488084731 09982332155
11209 114000 202E-03 107E-05 11523904 60889 755 1089 11 2 330 51 57 0 1144 1143 1142 09405074366 09982486865
11219 115000 211E-03 106E-05 12122006 60889 755 1099 11 2 330 51 67 0 1154 1153 1152 09323503903 09982638889
11229 116000 222E-03 105E-05 12902569 60889 755 1109 11 2 330 51 77 0 1164 1163 1162 09243336199 09982788296
11239 117000 221E-03 104E-05 12905622 60889 755 1119 11 2 340 51 77 0 1174 1173 1172 09249786871 09982935154
11249 118000 219E-03 103E-05 12906068 60889 755 1129 11 2 350 51 77 0 1184 1183 1182 09256128487 09983079526
11259 119000 217E-03 102E-05 12906196 60889 758 1139 11 2 357 51 77 0 1194 1193 1193 09262363789 09983235541
11309 120000 215E-03 101E-05 12906246 60889 763 1149 11 2 361 51 77 0 1204 1203 1202 09268495428 09983361065
11319 121000 213E-03 101E-05 12906262 60889 770 1159 11 2 365 51 77 0 1214 1213 1212 09274525969 0998349835
11329 122000 211E-03 998E-06 12906272 60889 777 1169 11 2 367 51 77 0 1224 1223 1222 0928045789 09983633388
11339 123000 210E-03 990E-06 12906286 60889 785 1179 11 2 369 51 77 0 1234 1233 1232 09286293593 09983766234
11349 124000 208E-03 982E-06 12906302 60889 794 1189 11 2 370 51 77 0 1244 1243 1242 09292035398 0998389694
11359 125000 206E-03 974E-06 12906332 60889 801 1199 11 2 373 51 77 0 1254 1253 1252 09297685555 09984025559
11409 126000 205E-03 967E-06 12906356 60889 809 1209 11 2 376 51 77 0 1264 1263 1262 09303246239 09984152139
11419 127000 203E-03 959E-06 12906388 60889 814 1219 11 2 381 51 77 0 1274 1273 1272 0930871956 0998427673
11429 128000 202E-03 951E-06 12906452 60889 815 1229 11 2 390 51 77 0 1284 1283 1282 0931410756 09984399376
11439 129000 200E-03 944E-06 12907164 60889 821 1239 11 2 394 51 77 0 1294 1293 1292 0931941222 09984520124
11449 130000 198E-03 937E-06 12907196 60889 826 1249 11 2 398 51 77 0 1304 1303 1302 09324635457 09984639017
11459 131000 197E-03 930E-06 12907216 60889 832 1259 11 2 402 51 77 0 1314 1313 1312 09329779132 09984756098
11509 132000 195E-03 923E-06 12907256 60889 837 1269 11 2 407 51 77 0 1324 1323 1322 09334845049 09984871407
11519 133000 194E-03 916E-06 12907300 60889 842 1279 11 2 413 51 77 0 1334 1333 1332 09339834959 09984984985
11529 134000 193E-03 909E-06 12907446 60889 842 1289 11 2 423 51 77 0 1344 1343 1342 09344750558 0998509687
11539 135000 191E-03 902E-06 12907500 60889 844 1299 11 2 431 51 77 0 1354 1353 1352 09349593496 09985207101
11549 136000 190E-03 895E-06 12907802 60889 844 1309 11 2 441 51 77 0 1364 1363 1362 09354365371 09985315712
11559 137000 188E-03 889E-06 12907944 60889 844 1319 11 2 451 51 77 0 1374 1373 1372 09359067735 09985422741
11609 138000 187E-03 882E-06 12907984 60889 847 1329 11 2 457 51 77 0 1384 1383 1382 09363702097 0998552822
11619 139000 186E-03 876E-06 12908002 60889 854 1339 11 2 461 51 77 0 1394 1393 1392 09368269921 09985632184
11629 140000 184E-03 870E-06 12908050 60889 858 1349 11 2 467 51 77 0 1404 1403 1402 0937277263 09985734665
11639 141000 183E-03 864E-06 12915334 60889 858 1359 11 2 477 51 77 0 1414 1413 1412 09377211607 09985835694
11649 142000 182E-03 858E-06 12915890 60889 858 1369 11 2 487 51 77 0 1424 1423 1422 09381588194 09985935302
11659 143000 181E-03 852E-06 12916062 60889 858 1379 11 2 496 51 77 0 1434 1433 1432 09385903699 0998603352
11709 144000 179E-03 846E-06 12916368 60889 860 1389 11 2 505 51 77 0 1444 1443 1442 0939015939 09986130374
11719 145000 178E-03 840E-06 12917424 60889 860 1399 11 2 515 51 77 0 1454 1453 1452 09394356504 09986225895
11729 146000 177E-03 834E-06 12917612 60889 860 1409 11 2 525 51 77 0 1464 1463 1462 09398496241 09986320109
11739 147000 176E-03 828E-06 12919282 60889 860 1419 11 2 535 51 77 0 1474 1473 1472 09402579769 09986413043
11749 148000 175E-03 823E-06 12919502 60889 861 1429 11 2 544 51 77 0 1484 1483 1482 09406608227 09986504723
11759 149000 173E-03 817E-06 12920094 60889 862 1439 11 2 553 51 77 0 1494 1493 1492 09410582719 09986595174
11809 150000 172E-03 812E-06 12920542 60889 862 1449 11 2 563 51 77 0 1504 1503 1502 09414504325 09986684421
11819 151000 171E-03 807E-06 12921018 60889 862 1459 11 2 573 51 77 0 1514 1513 1512 09418374091 09986772487
11829 152000 170E-03 801E-06 12921360 60889 862 1469 11 2 583 51 77 0 1524 1523 1522 0942219304 09986859396
11839 153000 169E-03 796E-06 12950485 60889 862 1479 13 2 593 51 77 0 1534 1533 1532 09412915851 0998694517
11849 154000 168E-03 791E-06 12953417 60889 862 1489 13 2 603 51 77 0 1544 1543 1542 09416720674 09987029831
11859 155000 167E-03 786E-06 12955543 60889 862 1499 13 2 613 51 77 0 1554 1553 1552 09420476497 09987113402
11909 156000 166E-03 781E-06 12955837 60889 863 1509 13 2 622 51 77 0 1564 1563 1562 09424184261 09987195903
11919 157000 165E-03 776E-06 12958545 60917 863 1517 13 2 632 53 77 0 1574 1573 1572 09427844882 09987277354
11929 158000 164E-03 771E-06 12958685 60917 866 1527 13 2 639 53 77 0 1584 1583 1582 09431459255 09987357775
11939 159000 163E-03 766E-06 12961813 60917 866 1537 13 2 649 53 77 0 1594 1593 1592 09435028249 09987437186
11949 160000 162E-03 761E-06 12964137 60917 866 1547 13 2 659 53 77 0 1604 1603 1602 09438552714 09987515605
11959 161000 161E-03 757E-06 12965119 60917 866 1557 13 2 669 53 77 0 1614 1613 1612 09442033478 09987593052
12009 162000 160E-03 752E-06 12965901 60917 866 1567 13 2 679 53 77 0 1624 1623 1622 09445471349 09987669544
12019 163000 159E-03 747E-06 12966433 60917 867 1577 13 2 688 53 77 0 1634 1633 1632 09448867116 09987745098
12029 164000 158E-03 743E-06 12968037 60917 867 1587 13 2 698 53 77 0 1644 1643 1642 09452221546 09987819732
12039 165000 157E-03 738E-06 12968811 60917 867 1597 13 2 708 53 77 0 1654 1653 1652 0945553539 09987893462
12049 166000 156E-03 734E-06 12969943 60917 867 1607 13 2 718 53 77 0 1664 1663 1662 09458809381 09987966306
12059 167000 155E-03 730E-06 12970133 60917 867 1617 13 2 728 53 77 0 1674 1673 1672 09462044232 09988038278
12109 168000 154E-03 725E-06 12970893 60917 867 1627 13 2 738 53 77 0 1684 1683 1682 09465240642 09988109394
12119 169000 153E-03 721E-06 12972463 60917 867 1637 13 2 748 53 77 0 1694 1693 1692 09468399291 09988179669
12129 170000 153E-03 717E-06 12973469 60917 867 1647 13 2 758 53 77 0 1704 1703 1702 09471520846 09988249119
12139 171000 152E-03 713E-06 12974725 60917 867 1657 13 2 768 53 77 0 1714 1713 1712 09474605954 09988317757
12149 172000 151E-03 708E-06 12977483 60917 867 1667 13 2 778 53 77 0 1724 1723 1722 09477655252 09988385598
12159 173000 150E-03 704E-06 12988390 60917 867 1677 14 2 788 53 77 0 1734 1733 1732 09474899019 09988452656
12209 174000 149E-03 700E-06 12992040 60917 867 1687 14 2 798 53 77 0 1744 1743 1742 09477911647 09988518944
12219 175000 148E-03 696E-06 12993836 60917 867 1697 14 2 808 53 77 0 1754 1753 1752 09480889903 09988584475
12229 176000 148E-03 692E-06 12995140 60917 867 1707 14 2 818 53 77 0 1764 1763 1762 09483834373 09988649262
12239 177000 147E-03 688E-06 12997858 60917 867 1717 14 2 828 53 77 0 1774 1773 1772 09486745629 09988713318
12249 178000 146E-03 684E-06 13000280 60917 867 1727 14 2 838 53 77 0 1784 1783 1782 09489624229 09988776655
12259 179000 145E-03 681E-06 13000986 60917 867 1737 14 2 848 53 77 0 1794 1793 1792 09492470719 09988839286
12309 180000 144E-03 677E-06 13006560 60917 867 1747 14 2 858 53 77 0 1804 1803 1802 09495285635 09988901221
12319 181000 144E-03 673E-06 13009966 60917 867 1757 14 2 868 53 77 0 1814 1813 1812 09498069498 09988962472
12329 182000 143E-03 669E-06 13013370 60917 867 1767 14 2 878 53 77 0 1824 1823 1822 0950082282 09989023052
12339 183000 142E-03 666E-06 13019200 60917 867 1777 14 2 888 53 77 0 1834 1833 1832 09503546099 09989082969
12349 184000 142E-03 662E-06 13022478 60917 867 1787 14 2 898 53 77 0 1844 1843 1842 09506239826 09989142237
12359 185000 141E-03 659E-06 13026006 60917 867 1797 14 2 908 53 77 0 1854 1853 1852 09508904479 09989200864
12409 186000 140E-03 655E-06 13028008 60917 867 1807 14 2 918 53 77 0 1864 1863 1862 09511540526 09989258861
12419 187000 139E-03 652E-06 13031052 60917 867 1817 14 2 928 53 77 0 1874 1873 1872 09514148425 09989316239
12429 188000 139E-03 648E-06 13035850 60917 867 1827 14 2 938 53 77 0 1884 1883 1882 09516728625 09989373007
12439 189000 138E-03 645E-06 13054558 60917 867 1837 15 2 948 53 77 0 1894 1893 1892 09513998943 09989429175
12449 190000 138E-03 641E-06 13070358 60917 867 1847 15 2 958 53 77 0 1904 1903 1902 09516552811 09989484753
12459 191000 137E-03 638E-06 13076908 60917 867 1857 15 2 968 53 77 0 1914 1913 1912 09519079979 09989539749
12509 192000 136E-03 635E-06 13078830 60917 867 1867 15 2 978 53 77 0 1924 1923 1922 09521580863 09989594173
12519 193000 136E-03 631E-06 13080042 60917 867 1877 15 2 988 53 77 0 1934 1933 1932 09524055872 09989648033
12529 194000 135E-03 628E-06 13082014 60917 867 1887 15 2 998 53 77 0 1944 1943 1942 09526505404 09989701339
12539 195000 134E-03 625E-06 13082710 60919 867 1896 15 2 1008 54 77 0 1954 1953 1952 09528929852 09989754098
12549 196000 133E-03 622E-06 13084412 60919 867 1906 15 2 1018 54 77 0 1964 1963 1962 09531329598 0998980632
12559 197000 133E-03 619E-06 13094909 60929 867 1913 16 2 1028 57 77 0 1974 1973 1972 09528636594 09989858012
12609 198000 133E-03 615E-06 13165973 60931 867 1922 21 2 1038 58 77 0 1984 1983 1982 09505799294 09989909183
12619 199000 150E-03 612E-06 15925826 60939 867 1929 28 2 1048 61 77 0 1994 1993 1992 09473156046 09989959839
12629 200000 212E-03 609E-06 21779923 60947 867 1936 23 2 1042 64 93 0 2004 2003 2002 09420868697 0999000999
12639 201000 323E-03 607E-06 32657370 60965 867 1941 23 2 1042 70 103 0 2014 2013 2012 09374068554 09990059642
12649 202000 454E-03 604E-06 45898031 61053 867 1944 23 2 1042 77 113 0 2024 2023 2022 09327731092 09990108803
12659 203000 452E-03 603E-06 45904033 61223 867 1945 23 2 1053 86 112 0 2034 2033 2032 09335956714 0999015748
12709 204000 486E-03 603E-06 49793500 61471 867 1945 29 2 1063 96 112 0 2044 2043 2043 09309838473 09990210475
12719 205000 662E-03 601E-06 69086529 61639 867 1945 23 2 1056 106 129 0 2054 2053 2052 09259620068 09990253411
12729 206000 901E-03 600E-06 93851104 61827 867 1945 23 2 1056 116 139 0 2064 2063 2062 09214735822 09990300679
12739 207000 114E-02 600E-06 118870561 62105 867 1945 23 2 1056 126 149 0 2074 2073 2072 09170284612 0999034749
12749 208000 137E-02 609E-06 143968305 63907 867 1945 23 2 1056 136 159 0 2084 2083 2082 09126260202 09990393852
12759 209000 161E-02 204E-05 168991872 215373 867 1945 23 11 1056 146 169 0 2094 2093 2093 09082656474 0994744386
12809 210000 184E-02 236E-05 193965216 249045 867 1945 23 13 1056 156 179 0 2104 2103 2102 09039467427 09938154139
12819 211000 206E-02 259E-05 218989101 276945 867 1945 23 16 1056 166 189 0 2114 2113 2113
12829 212000 229E-02 150E-03 243962303 17010756 867 1945 23 13 1056 163 199 14 2124 2123 2122
12839 213000 251E-02 379E-03 268810939 41387129 867 1945 23 13 1056 163 209 23 2134 2133 2132
12849 214000 274E-02 612E-03 293983858 66553166 867 1945 23 13 1056 163 219 34 2144 2143 2142
12859 215000 296E-02 839E-03 318932313 91502733 867 1945 23 13 1056 163 229 44 2154 2153 2153
12909 216000 317E-02 891E-03 343805753 96245442 867 1945 23 13 1056 163 239 53 2164 2163 2162
12919 217000 339E-02 894E-03 368754298 96987496 867 1945 23 13 1056 163 249 63 2174 2173 2172
12929 218000 360E-02 894E-03 393802939 97498851 867 1945 23 13 1056 163 259 73 2184 2183 2182
0 0
10 10
20 20
30 30
40 40
50 50
60 60
70 70
80 80
90 90
100 100
110 110
120 120
130 130
140 140
150 150
160 160
170 170
180 180
190 190
200 200
210 210
220 220
230 230
240 240
250 250
260 260
270 270
280 280
290 290
300 300
310 310
320 320
330 330
340 340
350 350
360 360
370 370
380 380
390 390
400 400
410 410
420 420
430 430
440 440
450 450
460 460
470 470
480 480
490 490
500 500
510 510
520 520
530 530
540 540
550 550
560 560
570 570
580 580
590 590
600 600
610 610
620 620
630 630
640 640
650 650
660 660
670 670
680 680
690 690
700 700
710 710
720 720
730 730
740 740
750 750
760 760
770 770
780 780
790 790
800 800
810 810
820 820
830 830
840 840
850 850
860 860
870 870
880 880
890 890
900 900
910 910
920 920
930 930
940 940
950 950
960 960
970 970
980 980
990 990
1000 1000
1010 1010
1020 1020
1030 1030
1040 1040
1050 1050
1060 1060
1070 1070
1080 1080
1090 1090
1100 1100
1110 1110
1120 1120
1130 1130
1140 1140
1150 1150
1160 1160
1170 1170
1180 1180
1190 1190
1200 1200
1210 1210
1220 1220
1230 1230
1240 1240
1250 1250
1260 1260
1270 1270
1280 1280
1290 1290
1300 1300
1310 1310
1320 1320
1330 1330
1340 1340
1350 1350
1360 1360
1370 1370
1380 1380
1390 1390
1400 1400
1410 1410
1420 1420
1430 1430
1440 1440
1450 1450
1460 1460
1470 1470
1480 1480
1490 1490
1500 1500
1510 1510
1520 1520
1530 1530
1540 1540
1550 1550
1560 1560
1570 1570
1580 1580
1590 1590
1600 1600
1610 1610
1620 1620
1630 1630
1640 1640
1650 1650
1660 1660
1670 1670
1680 1680
1690 1690
1700 1700
1710 1710
1720 1720
1730 1730
1740 1740
1750 1750
1760 1760
1770 1770
1780 1780
1790 1790
1800 1800
1810 1810
1820 1820
1830 1830
1840 1840
1850 1850
1860 1860
1870 1870
1880 1880
1890 1890
1900 1900
1910 1910
1920 1920
1930 1930
1940 1940
1950 1950
1960 1960
1970 1970
1980 1980
1990 1990
2000 2000
2010 2010
2020 2020
2030 2030
2040 2040
2050 2050
2060 2060
2070 2070
2080 2080
2090 2090
2100 2100
2110 2110
2120 2120
2130 2130
2140 2140
2150 2150
2160 2160
2170 2170
2180 2180
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0036912963 0036912963 0036912963
00370288194 00370288194 00370288194
00371444444 00371444444 00371444444
00372601852 00372601852 00372601852
00373759259 00373759259 00373759259
00374916667 00374916667 00374916667
00376074074 00376074074 00376074074
00377231481 00377231481 00377231481
00378390046 00378390046 00378390046
00379546296 00379546296 00379546296
00380704861 00380704861 00380704861
00381861111 00381861111 00381861111
00383018519 00383018519 00383018519
00384175926 00384175926 00384175926
00385333333 00385333333 00385333333
00386490741 00386490741 00386490741
00387648148 00387648148 00387648148
00388806713 00388806713 00388806713
00389962963 00389962963 00389962963
0039112037 0039112037 0039112037
00392277778 00392277778 00392277778
00393435185 00393435185 00393435185
00394592593 00394592593 00394592593
0039575 0039575 0039575
00396907407 00396907407 00396907407
00398064815 00398064815 00398064815
0039922338 0039922338 0039922338
0040037963 0040037963 0040037963
00401537037 00401537037 00401537037
00402694444 00402694444 00402694444
00403851852 00403851852 00403851852
00405009259 00405009259 00405009259
00406166667 00406166667 00406166667
00407325231 00407325231 00407325231
00408481481 00408481481 00408481481
00409638889 00409638889 00409638889
00410796296 00410796296 00410796296
00411953704 00411953704 00411953704
00413112269 00413112269 00413112269
00414268519 00414268519 00414268519
00415427083 00415427083 00415427083
00416583333 00416583333 00416583333
00417741898 00417741898 00417741898
00418898148 00418898148 00418898148
00420055556 00420055556 00420055556
00421212963 00421212963 00421212963
0042237037 0042237037 0042237037
00423528935 00423528935 00423528935
00424685185 00424685185 00424685185
0042584375 0042584375 0042584375
00427 00427 00427
00428157407 00428157407 00428157407
00429314815 00429314815 00429314815
00430472222 00430472222 00430472222
0043162963 0043162963 0043162963
00432787037 00432787037 00432787037
00433945602 00433945602 00433945602
00435101852 00435101852 00435101852
00436260417 00436260417 00436260417
00437416667 00437416667 00437416667
00438574074 00438574074 00438574074
00439731481 00439731481 00439731481
00440888889 00440888889 00440888889
00442046296 00442046296 00442046296
00443203704 00443203704 00443203704
00444362269 00444362269 00444362269
00445518519 00445518519 00445518519
00446675926 00446675926 00446675926
00447833333 00447833333 00447833333
00448990741 00448990741 00448990741
00450148148 00450148148 00450148148
00451305556 00451305556 00451305556
0045246412 0045246412 0045246412
0045362037 0045362037 0045362037
00454778935 00454778935 00454778935
00455935185 00455935185 00455935185
00457092593 00457092593 00457092593
0045825 0045825 0045825
00459407407 00459407407 00459407407
00460565972 00460565972 00460565972
00461722222 00461722222 00461722222
00462880787 00462880787 00462880787
00464037037 00464037037 00464037037
00465195602 00465195602 00465195602
00466351852 00466351852 00466351852
00467509259 00467509259 00467509259
00468667824 00468667824 00468667824
00469824074 00469824074 00469824074
00470982639 00470982639 00470982639
00472138889 00472138889 00472138889
00473297454 00473297454 00473297454
00474453704 00474453704 00474453704
00475611111 00475611111 00475611111
00476768519 00476768519 00476768519
00477925926 00477925926 00477925926
00479084491 00479084491 00479084491
00480240741 00480240741 00480240741
00481399306 00481399306 00481399306
00482555556 00482555556 00482555556
0048371412 0048371412 0048371412
0048487037 0048487037 0048487037
00486027778 00486027778 00486027778
00487186343 00487186343 00487186343
00488342593 00488342593 00488342593
00489501157 00489501157 00489501157
00490657407 00490657407 00490657407
00491815972 00491815972 00491815972
00492972222 00492972222 00492972222
0049412963 0049412963 0049412963
00495287037 00495287037 00495287037
00496444444 00496444444 00496444444
00497603009 00497603009 00497603009
00498759259 00498759259 00498759259
00499917824 00499917824 00499917824
00501074074 00501074074 00501074074
00502232639 00502232639 00502232639
00503388889 00503388889 00503388889
00504546296 00504546296 00504546296
00505704861 00505704861 00505704861
00506861111 00506861111 00506861111
00508019676 00508019676 00508019676
00509175926 00509175926 00509175926
00510334491 00510334491 00510334491
00511490741 00511490741 00511490741
00512648148 00512648148 00512648148
00513806713 00513806713 00513806713
00514962963 00514962963 00514962963
00516121528 00516121528 00516121528
00517277778 00517277778 00517277778
00518436343 00518436343 00518436343
00519592593 00519592593 00519592593
00520751157 00520751157 00520751157
00521907407 00521907407 00521907407
00523064815 00523064815 00523064815
00524222222 00524222222 00524222222
0052537963 0052537963 0052537963
00526538194 00526538194 00526538194
00527694444 00527694444 00527694444
00528853009 00528853009 00528853009
00530009259 00530009259 00530009259
00531166667 00531166667 00531166667
00532324074 00532324074 00532324074
00533481481 00533481481 00533481481
00534640046 00534640046 00534640046
00535796296 00535796296 00535796296
00536954861 00536954861 00536954861
00538111111 00538111111 00538111111
00539269676 00539269676 00539269676
00540425926 00540425926 00540425926
00541583333 00541583333 00541583333
00542741898 00542741898 00542741898
00543898148 00543898148 00543898148
00545056713 00545056713 00545056713
00546212963 00546212963 00546212963
00547371528 00547371528 00547371528
00548527778 00548527778 00548527778
00549685185 00549685185 00549685185
00550842593 00550842593 00550842593
00552 00552 00552
00553158565 00553158565 00553158565
00554314815 00554314815 00554314815
0055547338 0055547338 0055547338
0055662963 0055662963 0055662963
00557788194 00557788194 00557788194
00558944444 00558944444 00558944444
00560101852 00560101852 00560101852
00561260417 00561260417 00561260417
00562416667 00562416667 00562416667
00563575231 00563575231 00563575231
00564731481 00564731481 00564731481
00565890046 00565890046 00565890046
00567046296 00567046296 00567046296
00568203704 00568203704 00568203704
00569361111 00569361111 00569361111
00570518519 00570518519 00570518519
00571677083 00571677083 00571677083
00572833333 00572833333 00572833333
00573991898 00573991898 00573991898
00575148148 00575148148 00575148148
00576306713 00576306713 00576306713
00577462963 00577462963 00577462963
0057862037 0057862037 0057862037
00579777778 00579777778 00579777778
00580935185 00580935185 00580935185
0058209375 0058209375 0058209375
0058325 0058325 0058325
00584408565 00584408565 00584408565
00585564815 00585564815 00585564815
00586722222 00586722222 00586722222
00587880787 00587880787 00587880787
00589037037 00589037037 00589037037
00590195602 00590195602 00590195602
00591351852 00591351852 00591351852
00592510417 00592510417 00592510417
00593666667 00593666667 00593666667
00594825231 00594825231 00594825231
00595981481 00595981481 00595981481
00597138889 00597138889 00597138889
00598297454 00598297454 00598297454
00599453704 00599453704 00599453704
00600612269 00600612269 00600612269
00601768519 00601768519 00601768519
00602927083 00602927083 00602927083
00604083333 00604083333 00604083333
00605240741 00605240741 00605240741
00606399306 00606399306 00606399306
00607555556 00607555556 00607555556
0060871412 0060871412 0060871412
0060987037 0060987037 0060987037
00611028935 00611028935 00611028935
00612185185 00612185185 00612185185
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0061334375 0061334375
006145 006145
00615657407 00615657407
00616815972 00616815972
00617972222 00617972222
00619130787 00619130787
00620287037 00620287037
00621445602 00621445602
0036912963
00370288194
00371444444
00372601852
00373759259
00374916667
00376074074
00377231481
00378390046
00379546296
00380704861
00381861111
00383018519
00384175926
00385333333
00386490741
00387648148
00388806713
00389962963
0039112037
00392277778
00393435185
00394592593
0039575
00396907407
00398064815
0039922338
0040037963
00401537037
00402694444
00403851852
00405009259
00406166667
00407325231
00408481481
00409638889
00410796296
00411953704
00413112269
00414268519
00415427083
00416583333
00417741898
00418898148
00420055556
00421212963
0042237037
00423528935
00424685185
0042584375
00427
00428157407
00429314815
00430472222
0043162963
00432787037
00433945602
00435101852
00436260417
00437416667
00438574074
00439731481
00440888889
00442046296
00443203704
00444362269
00445518519
00446675926
00447833333
00448990741
00450148148
00451305556
0045246412
0045362037
00454778935
00455935185
00457092593
0045825
00459407407
00460565972
00461722222
00462880787
00464037037
00465195602
00466351852
00467509259
00468667824
00469824074
00470982639
00472138889
00473297454
00474453704
00475611111
00476768519
00477925926
00479084491
00480240741
00481399306
00482555556
0048371412
0048487037
00486027778
00487186343
00488342593
00489501157
00490657407
00491815972
00492972222
0049412963
00495287037
00496444444
00497603009
00498759259
00499917824
00501074074
00502232639
00503388889
00504546296
00505704861
00506861111
00508019676
00509175926
00510334491
00511490741
00512648148
00513806713
00514962963
00516121528
00517277778
00518436343
00519592593
00520751157
00521907407
00523064815
00524222222
0052537963
00526538194
00527694444
00528853009
00530009259
00531166667
00532324074
00533481481
00534640046
00535796296
00536954861
00538111111
00539269676
00540425926
00541583333
00542741898
00543898148
00545056713
00546212963
00547371528
00548527778
00549685185
00550842593
00552
00553158565
00554314815
0055547338
0055662963
00557788194
00558944444
00560101852
00561260417
00562416667
00563575231
00564731481
00565890046
00567046296
00568203704
00569361111
00570518519
00571677083
00572833333
00573991898
00575148148
00576306713
00577462963
0057862037
00579777778
00580935185
0058209375
0058325
00584408565
00585564815
00586722222
00587880787
00589037037
00590195602
00591351852
00592510417
00593666667
00594825231
00595981481
00597138889
00598297454
00599453704
00600612269
00601768519
00602927083
00604083333
00605240741
00606399306
00607555556
0060871412
0060987037
00611028935
00612185185
Page 4: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom4

BER Performance Comparison

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom5

Todayrsquos Modulation Tour

Data Quality Metric (DQM)

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom7

How to Assess Data Quality Measured BER is not practical

Requires known data in the stream ndash not possible with encryption Takes a long time to measure low BERs

Bit error probability (BEP) howeverhellip Does not require any known data Can be determined quickly and accurately from demodulator statistics Is an unbiased quality metric regardless of channel impairments When calibrated per a standardized procedure DQM based on BEP allows DQE

from multiple vendors to interoperate

Each vendor can use their own algorithm for developing BEP DQM is calculated directly from BEP

Use of Likelihood Ratio leads to maximum likelihood BSS algorithms Converted to 16-bit integer on log scale

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom8

Definition of DQM Start with BEP derived within demod Likelihood Ratio (LR) = (1 - BEP) BEP DQM = min (round (log10 (LR) 12 (2^16)) 2^16 -1)

16-bit unsigned integer ranges from 0 to 65535

Easily reversed LR = 10^(-12 DQM 2^16) BEP = 1 (1 + LR)

Define ldquoQrdquo as the ldquoUserrsquos DQMrdquo Q = 12 DQM 65535 Represents the exponent of 10 in the BEP Examples

Q = 3 BEP = 1e-3 Q = 7 BEP = 1e-7

Arbitrarily cap Q at ldquoa perfect 10rdquo

BEP LR DQM Q05 100 0 000

1E-01 111111E-01 5211 0951E-02 101010E-02 10899 2001E-03 100100E-03 16382 3001E-04 100010E-04 21845 4001E-05 100001E-05 27307 5001E-06 100000E-06 32768 6001E-07 100000E-07 38229 7001E-08 100000E-08 43691 8001E-09 100000E-09 49152 9001E-10 100000E-10 54613 10001E-11 100000E-11 60075 10001E-12 100000E-12 65535 1000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom9

DQE Format

Header 16-bit sync pattern (0xFAC4)

MSB first 1111101011000100 8-bit reserved word potentially for packet header version number (currently 0) 8-bit reserved word potentially for source ID tag (currently 0) 16-bit DQM

Payload data User selectable length (128 le N le 16536) Defaults to 4096

16-bitSync

Pattern 8-bi

tW

ord 16-bitDQM N bits of payload data (128 le N le 16536)8-

bit

Wor

d

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom10

Calibration of DQM Calibrate DQM under various channel impairments

AWGN ndash static level AWGN ndash dynamic level (step response) Dropouts In-band and adjacent channel interference Phase noise Timing jitter Static multipath

Test procedures are being developed to evaluate accuracy of DQM Targeted for inclusion in IRIG 118

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom11

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom12

DQM Calibration in AWGN Required as a baseline for all other tests

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom13

DQM Step Response Assesses timeliness of DQM values UUT stays synchronized during test

One block at each step is a blend of the two states

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom14

DQM Fade Recovery Includes UUT synchronization time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom15

DQM Interference Test Interference is not AWGN but it causes bit errors

Diversity Combining

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom17

Maximal Ratio Combining Many telemetry systems utilize diversity reception

Frequency separation using two transmitter Orthogonal polarizations using cross-polarized antenna feeds

Combining two (or more) copies of the same signal Diversity combining Creates a third signal to be demodulated BER performance of third signal is better than either of the individual signals

Special case ndash the leading use of diversity Linearly polarized transmit antenna on test article ndash could be at any orientation Left-hand and right-hand circularly polarized receive antennas Each receive antenna loses half the transmit power Diversity combiner puts it all back together eliminating the polarization loss Frequency diversity works the same way but uses twice the bandwidth

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom18

Maximal Ratio Combining

Weight each signal in proportion to its SNR and add Yields optimum SNR on combined channel in AWGN SNRcombined = SNRa + SNRb

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom19

Maximal Ratio Combining

Jump to file diversity-combiner-videomp4 Or click to view on our website Combining Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom20

BER Results - Fading Signals

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom21

Measured Combiner BER - Tier 0

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom22

Measured Combiner BER - Tier I

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom23

Measured Combiner BER - Tier II

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom24

Combiner Summary Receive-side processing

No transmitter impact

Phase aligns the signals Forms weighted sum of two inputs SNR of the weighted sum is at least as high as the better signal May be as much as 3 dB higher (equal input case) Conventional combiner design assumes signals are time-aligned

Performance falls off rapidly with increasing time skew Combiner will probably fail altogether at plusmn frac12 bit time skew

Some combiners do both phase alignment and time alignment Supports operation with spatially separated antennas

If you have access to two copies of the signal use them

Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom26

Telemetry Channels are Bursty

Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude

00E+00

50E+06

10E+07

15E+07

20E+07

25E+07

0 500 1000 1500 2000 2500

Elapsed Time - Seconds

Bit

Erro

rs

ERR NDERR DBS

Figure from Robert Jefferis Tybrin Edwards AFB Reprinted by permission of the author

In a typical flight test the vast majority of bit errors occur at dropouts

Chart3 (2)

LA DBS
1
1
1
096875
09761904762
09807692308
09838709677
09861111111
0987804878
09891304348
09901960784
09910714286
09918032787
09924242424
09929577465
09934210526
09938271605
09941860465
09945054945
09947916667
0995049505
09952830189
09954954955
09956896552
09958677686
0996031746
09961832061
09963235294
09964539007
09965753425
09966887417
09967948718
09968944099
09969879518
09970760234
09971590909
09972375691
0997311828
0997382199
09974489796
09975124378
09975728155
09976303318
09976851852
09977375566
09977876106
09956709957
09957627119
09958506224
09959349593
09960159363
099609375
09961685824
09962406015
09963099631
09963768116
09964412811
09965034965
09965635739
09966216216
09966777409
09967320261
09967845659
0996835443
09968847352
09969325153
0996978852
09970238095
09970674487
09971098266
09971509972
09971910112
09972299169
09972677596
09973045822
09973404255
09973753281
09974093264
09974424552
09974747475
09975062344
09975369458
099756691
09975961538
09976247031
09976525822
09976798144
0997706422
09977324263
09977578475
09977827051
09978070175
09978308026
09978540773
09978768577
09978991597
09979209979
09979423868
09979633401
0997983871
0998003992
09980237154
09980430528
09980620155
09980806142
09980988593
09981167608
09981343284
09981515712
09981684982
0998185118
09982014388
09982174688
09982332155
09982486865
09982638889
09982788296
09982935154
09983079526
09983235541
09983361065
0998349835
09983633388
09983766234
0998389694
09984025559
09984152139
0998427673
09984399376
09984520124
09984639017
09984756098
09984871407
09984984985
0998509687
09985207101
09985315712
09985422741
0998552822
09985632184
09985734665
09985835694
09985935302
0998603352
09986130374
09986225895
09986320109
09986413043
09986504723
09986595174
09986684421
09986772487
09986859396
0998694517
09987029831
09987113402
09987195903
09987277354
09987357775
09987437186
09987515605
09987593052
09987669544
09987745098
09987819732
09987893462
09987966306
09988038278
09988109394
09988179669
09988249119
09988317757
09988385598
09988452656
09988518944
09988584475
09988649262
09988713318
09988776655
09988839286
09988901221
09988962472
09989023052
09989082969
09989142237
09989200864
09989258861
09989316239
09989373007
09989429175
09989484753
09989539749
09989594173
09989648033
09989701339
09989754098
0998980632
09989858012
09989909183
09989959839
0999000999
09990059642
09990108803
0999015748
09990210475
09990253411
09990300679
0999034749
09990393852
0994744386
09938154139

Chart1

EFS ND
EFS DBS
1
0
11
6
21
16
31
24
41
34
50
43
59
52
69
62
79
72
88
81
97
90
106
99
115
108
124
117
134
127
141
134
149
142
158
151
165
158
174
167
184
177
193
186
202
195
211
204
220
213
229
222
239
232
246
240
253
247
261
255
271
265
280
274
290
284
299
293
308
302
318
312
327
321
337
331
346
340
356
350
363
357
372
366
381
375
390
384
399
393
409
403
413
410
419
420
421
430
421
440
421
450
435
460
444
470
453
480
462
490
472
500
481
510
488
520
496
530
506
540
516
550
526
560
536
570
543
580
553
590
562
600
572
610
581
620
591
630
600
640
608
650
617
660
623
670
626
680
636
690
639
700
639
710
639
720
642
730
646
740
651
750
659
760
667
769
674
779
677
789
680
799
689
809
692
819
692
829
693
839
694
849
694
859
694
869
695
879
696
889
698
899
699
909
702
919
707
929
713
939
721
949
727
959
731
969
738
979
746
989
747
999
747
1009
747
1019
747
1029
747
1039
753
1049
755
1059
755
1069
755
1079
755
1089
755
1099
755
1109
755
1119
755
1129
758
1139
763
1149
770
1159
777
1169
785
1179
794
1189
801
1199
809
1209
814
1219
815
1229
821
1239
826
1249
832
1259
837
1269
842
1279
842
1289
844
1299
844
1309
844
1319
847
1329
854
1339
858
1349
858
1359
858
1369
858
1379
860
1389
860
1399
860
1409
860
1419
861
1429
862
1439
862
1449
862
1459
862
1469
862
1479
862
1489
862
1499
863
1509
863
1517
866
1527
866
1537
866
1547
866
1557
866
1567
867
1577
867
1587
867
1597
867
1607
867
1617
867
1627
867
1637
867
1647
867
1657
867
1667
867
1677
867
1687
867
1697
867
1707
867
1717
867
1727
867
1737
867
1747
867
1757
867
1767
867
1777
867
1787
867
1797
867
1807
867
1817
867
1827
867
1837
867
1847
867
1857
867
1867
867
1877
867
1887
867
1896
867
1906
867
1913
867
1922
867
1929
867
1936
867
1941
867
1944
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945

Chart2

SES ND
SES DBS
UNA ND
Time hrminsec
Severe Error Seconds
SES and UNA Accumulation HistoryARTM flight 78 Eastbound Supersonic Corridor
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
3
2
0
6
2
0
13
2
0
11
2
13
11
2
23
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
28
11
2
38
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
47
11
2
57
11
2
67
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
16
2
77
21
2
77
28
2
77
23
2
93
23
2
103
23
2
113
23
2
112
29
2
112
23
2
129
23
2
139
23
2
149
23
2
159
23
11
169
23
13
179

Chart3

LA ND
LA DBS
1
1
1
1
1
1
1
096875
1
09761904762
1
09807692308
1
09838709677
1
09861111111
1
0987804878
1
09891304348
1
09901960784
1
09910714286
1
09918032787
1
09924242424
1
09929577465
1
09934210526
1
09938271605
1
09941860465
1
09945054945
1
09947916667
1
0995049505
1
09952830189
1
09954954955
1
09956896552
1
09958677686
1
0996031746
1
09961832061
1
09963235294
1
09964539007
1
09965753425
1
09966887417
1
09967948718
1
09968944099
1
09969879518
1
09970760234
1
09971590909
1
09972375691
1
0997311828
1
0997382199
1
09974489796
1
09975124378
1
09975728155
1
09976303318
1
09976851852
1
09977375566
1
09977876106
09935205184
09956709957
09873150106
09957627119
09730848861
09958506224
09513184584
09959349593
09324055666
09960159363
09454191033
099609375
09464627151
09961685824
0947467167
09962406015
09484346225
09963099631
09493670886
09963768116
09502664298
09964412811
09511343805
09965034965
09519725557
09965635739
09527824621
09966216216
09535655058
09966777409
09543230016
09967320261
09550561798
09967845659
09557661927
0996835443
09564541213
09968847352
09571209801
09969325153
09577677225
0996978852
09583952452
09970238095
09590043924
09970674487
09595959596
09971098266
0960170697
09971509972
09607293128
09971910112
09612724758
09972299169
09618008186
09972677596
09623149394
09973045822
0962815405
09973404255
09488859764
09973753281
0936610608
09974093264
09399744572
09974424552
09407313997
09974747475
09414694894
09975062344
09421894219
09975369458
09428918591
099756691
0943577431
09975961538
09442467378
09976247031
09449003517
09976525822
09455388181
09976798144
09461626575
0997706422
09467723669
09977324263
09473684211
09977578475
09479512735
09977827051
09485213582
09978070175
09490790899
09978308026
0949624866
09978540773
09501590668
09978768577
09506820567
09978991597
09511941848
09979209979
09516957862
09979423868
09521871821
09979633401
09526686808
0997983871
09531405783
0998003992
09536031589
09980237154
0954056696
09980430528
09545014521
09980620155
09549376798
09980806142
0955365622
09980988593
09557855127
09981167608
09561975769
09981343284
09566020314
09981515712
09569990851
09981684982
09573889393
0998185118
0957771788
09982014388
09581478183
09982174688
09488084731
09982332155
09405074366
09982486865
09323503903
09982638889
09243336199
09982788296
09249786871
09982935154
09256128487
09983079526
09262363789
09983235541
09268495428
09983361065
09274525969
0998349835
0928045789
09983633388
09286293593
09983766234
09292035398
0998389694
09297685555
09984025559
09303246239
09984152139
0930871956
0998427673
0931410756
09984399376
0931941222
09984520124
09324635457
09984639017
09329779132
09984756098
09334845049
09984871407
09339834959
09984984985
09344750558
0998509687
09349593496
09985207101
09354365371
09985315712
09359067735
09985422741
09363702097
0998552822
09368269921
09985632184
0937277263
09985734665
09377211607
09985835694
09381588194
09985935302
09385903699
0998603352
0939015939
09986130374
09394356504
09986225895
09398496241
09986320109
09402579769
09986413043
09406608227
09986504723
09410582719
09986595174
09414504325
09986684421
09418374091
09986772487
0942219304
09986859396
09412915851
0998694517
09416720674
09987029831
09420476497
09987113402
09424184261
09987195903
09427844882
09987277354
09431459255
09987357775
09435028249
09987437186
09438552714
09987515605
09442033478
09987593052
09445471349
09987669544
09448867116
09987745098
09452221546
09987819732
0945553539
09987893462
09458809381
09987966306
09462044232
09988038278
09465240642
09988109394
09468399291
09988179669
09471520846
09988249119
09474605954
09988317757
09477655252
09988385598
09474899019
09988452656
09477911647
09988518944
09480889903
09988584475
09483834373
09988649262
09486745629
09988713318
09489624229
09988776655
09492470719
09988839286
09495285635
09988901221
09498069498
09988962472
0950082282
09989023052
09503546099
09989082969
09506239826
09989142237
09508904479
09989200864
09511540526
09989258861
09514148425
09989316239
09516728625
09989373007
09513998943
09989429175
09516552811
09989484753
09519079979
09989539749
09521580863
09989594173
09524055872
09989648033
09526505404
09989701339
09528929852
09989754098
09531329598
0998980632
09528636594
09989858012
09505799294
09989909183
09473156046
09989959839
09420868697
0999000999
09374068554
09990059642
09327731092
09990108803
09335956714
0999015748
09309838473
09990210475
09259620068
09990253411
09214735822
09990300679
09170284612
0999034749
09126260202
09990393852
09082656474
0994744386
09039467427
09938154139

Chart4

ERR ND
ERR DBS
Elapsed Time - Seconds
Bit Errors
Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude
0
2
0
26
0
26
0
41555
0
41555
2
41557
4
41559
4
41559
4
41559
8
41563
14
41569
22
41577
26
41581
34
41589
34
41589
68
41623
82
41637
94
41649
118
41673
136
41691
136
41691
142
41697
154
41709
158
41713
164
41719
172
41727
172
41727
178
41737
190
41745
198
41753
198
41753
202
41757
202
41757
206
41761
212
41767
212
41767
216
41771
216
41771
218
41773
218
41773
230
41785
232
41787
234
41789
236
41791
238
41793
238
41793
455111
60883
1306300
60883
3244655
60883
6882493
60883
7441715
60883
7441723
60883
7441727
60883
7441729
60883
7441731
60883
7441731
60883
7441733
60883
7441739
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441753
60883
7441753
60883
7441755
60883
7441755
60883
7441757
60883
7441757
60883
7441759
60883
7441767
60883
7441773
60883
7441797
60883
7441845
60883
7441845
60883
7441917
60883
8389029
60883
8418363
60883
8418429
60883
8418533
60883
8418625
60883
8418649
60883
8418769
60889
8418795
60889
8418867
60889
8418937
60889
8418941
60889
8419891
60889
8423291
60889
8423751
60889
8424419
60889
8425325
60889
8426223
60889
8426561
60889
8427649
60889
8428241
60889
8428341
60889
8428421
60889
8428491
60889
8428529
60889
8428561
60889
8428627
60889
8428717
60889
8428747
60889
8428751
60889
8429441
60889
8431061
60889
8432865
60889
8435265
60889
8436525
60889
8436565
60889
8436633
60889
8437273
60889
10546482
60889
11523904
60889
12122006
60889
12902569
60889
12905622
60889
12906068
60889
12906196
60889
12906246
60889
12906262
60889
12906272
60889
12906286
60889
12906302
60889
12906332
60889
12906356
60889
12906388
60889
12906452
60889
12907164
60889
12907196
60889
12907216
60889
12907256
60889
12907300
60889
12907446
60889
12907500
60889
12907802
60889
12907944
60889
12907984
60889
12908002
60889
12908050
60889
12915334
60889
12915890
60889
12916062
60889
12916368
60889
12917424
60889
12917612
60889
12919282
60889
12919502
60889
12920094
60889
12920542
60889
12921018
60889
12921360
60889
12950485
60889
12953417
60889
12955543
60889
12955837
60889
12958545
60917
12958685
60917
12961813
60917
12964137
60917
12965119
60917
12965901
60917
12966433
60917
12968037
60917
12968811
60917
12969943
60917
12970133
60917
12970893
60917
12972463
60917
12973469
60917
12974725
60917
12977483
60917
12988390
60917
12992040
60917
12993836
60917
12995140
60917
12997858
60917
13000280
60917
13000986
60917
13006560
60917
13009966
60917
13013370
60917
13019200
60917
13022478
60917
13026006
60917
13028008
60917
13031052
60917
13035850
60917
13054558
60917
13070358
60917
13076908
60917
13078830
60917
13080042
60917
13082014
60917
13082710
60919
13084412
60919
13094909
60929
13165973
60931
15925826
60939
21779923
60947
32657370
60965
45898031
61053
45904033
61223
49793500
61471
69086529
61639
93851104
61827
118870561
62105
143968305
63907
168991872
215373
193965216
249045
218989101
276945
243962303
17010756
268810939
41387129
293983858
66553166
318932313
91502733
343805753
96245442
368754298
96987496
393802939
97498851

FIREBERD1_07_22_2004_Midway

jefferis robertLOS both systems LOS of ND system lost prior to this time
jefferis robertturn into eastbound run major signal disturbance on both receivers
jefferis robertclassic 2-ray MP cycles
jefferis robertthis is eastbound run on high-speed super corridor includes turn around 010048

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom27

Synchronization Test IRIG 118-12 Procedure 74 (Flat Fade Recovery Test) Transmit randomized ones pattern Measure time at which output becomes ldquoall (or mostly) onesrdquo

IRIG Randomizer Modulator Add Noise

Noise

Switch

Demodwith

DerandomizerTimer

OnesDetector

All ones

Controller

Start

Stop

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom28

Typical Sync Test

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom29

Synchronization Parameters Modulation technique

Tier 0 uses more bandwidth ndash easier to synchronize to Tier I is spectrally compact making it slippery ndash synchronization is more difficult

Trellis demodulation helps achieve sync

Tier II is even more compact ndash synchronization takes longer

Bit rate Fixed-duration tasks amount to more bits at high bit rates

Signal to noise ratio Sync times will be longer at low SNR

Synchronization threshold SNR at which the demodulator can acquire sync

Sync loss threshold SNR at which a synchronized demodulator will drop sync

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom30

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom31

Tier I Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom32

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom33

Low SNR Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom34

Synchronization Summary

The aeronautical telemetry channel is plagued with dropouts

Rapid synchronization and synchronization at low SNR is the best means of minimizing the impact of these dropouts

IRIG 118 defines test procedures for measuring sync time and sync thresholds

Pay attention to synchronization performance

Adjacent Channel Interference

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom36

PSD is Half the Story

Overall spectral efficiency is determined by spacing between channels

Receiver selectivity affects channel spacing A valid comparison must account for both

transmitted spectrum and ldquotolerablerdquo receiver filtering

Not all modulations are equally ldquotolerantrdquo of IF filtering and interference

Multi-channel testing accounts for these factors

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom37

Multi-channel ACI Test Set

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom38

9 Mbps Multi-h CPM Multichannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom39

BER as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom40

Degradation as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom41

IC=20 dB

ACI Summary

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom42

Frequency Separation Rulewhere

bull ΔF0 = the minimum center frequency separation in MHzbull Rs = bit rate of desired signal in Mbsbull Ri = bit rate of interfering signal in Mbs

ΔF0 = asRs + aiRi

The NRZ PCMFM signals are assumed to be premodulation filtered with a multi-pole filter with 3 dB point of 07 times the bit rate and the peak deviation is assumed to be approximately 035 times the bit rate

The receiver IF filter is assumed to be no wider than 15 times the bit rate and provides at least 6 dB of attenuation of the interfering signal

The interfering signal is assumed to be no more than 20 dB stronger than the desired signal The receiver is assumed to be operating in linear mode no significant intermodulation products or spurious

responses are present

Sheet1

Sheet2

Sheet3

Multipath Propagation

Brace yourselfGreek symbols ahead

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom44

Multipath Propagation

The picture cant be displayed

Dry lake bed = smooth reflecting surface

Narrow beam receive antennaAirborne transmitter Line-of-sight communications link

Irregular terrain

Low elevation angle

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom45

Assumptions Channel can be modeled as a linear time-invariant

(LTI) system over ldquoshort enoughrdquo time interval

Line-of-sight propagation path

L-1 multipath propagation paths

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

Complex-valued path loss

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom46

2-Ray Transfer Function Magnitude of first multipath reflection Γ1 ldquosweep raterdquo of multipath null ~

(dB)

1 (0 dB)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom47

3-Ray Transfer Function

1 (0 dB)

M

D

(dB)

(3-Ray Model)(dB)

(2-Ray Model)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom48

Multipath on the Tarmac

Nearly static frequency selective long delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom49

Multipath in Flight Dynamic frequency selective and flat fading various delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom50

Multipath Summary

If your test article operates near the ground you are quite likely experiencing multipath

If so there will be intervals during which no useful data is recovered

Loss of bit count integrity is likely Encrypted links will lose crypto sync

What to do Stay tuned for the ldquoAdaptive Equalizerrdquo discussion

Adaptive Equalization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom52

Multipath is Ugly

Equalization can turn

this intohellip this

Actual multipath from aircraft on the tarmac at Edwards AFB

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom53

Adaptive Equalization

Consider the multipath channel to be a filter Varies over time

Consider building a filter which ldquoundoesrdquo the filtering imposed by the channel Let it keep track of the the channel and continuously adapt itself

to the channel

Presto You have an adaptive equalizer Can repair damage done by multipath Works with a single receiver Requires no bandwidth expansion Requires no changes to the transmitter

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom54

Equalizer Techniques

JG Proakis Digital Communications 1989 2nd Edition

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom55

Generic Adaptive Equalizer

Equalizer DecisionDevice

EqualizerAdjustment

ErrorCalculation

TrainingSequence

SymbolStatistics

Training Mode Blind Mode

Decision-Directed Mode

Transmitted Signal

Received Signal Recovered

Data

EqualizedSignal

Error

Tap Weights

RFChannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom56

Adaptive EQ - Adapting

Jump to file equalizer-out-pcmfm-3ray-dynamic-videomp4 Or click to view on our website PCMFM Adaptive Equalizer Video

Jump to file equalizer-out-soqpsk-3ray-dynamic-videomp4 Or click to view on our website SOQPSK Adaptive Equalizer Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom57

Adaptive Equalizer in Action Jump to file rdms-rackmount-receiver-adaptive-equalizer-

demonstration-videomp4 Or click to view on our website Adaptive Equalizer Demonstration Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom58

Adaptive Equalizer Summary Adaptive equalizer can ldquoundordquo multipath distortion Requires no changes at the transmit end

If available a training sequence can be helpful

Effectiveness of equalizer depends on the severity of the multipath

Well-designed equalizers monitor their own performance and disengage when they are doing badly This must be done without losing bit count integrity

If you have multipath use an equalizer

Performance Evaluation of Adaptive Equalizers

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom60

So Many Channelshellip

Each path is characterized by Delay Amplitude Phase shift (potentially time-varying)

2 3 or more paths Modulation matters SNR matters Need a 10-dimensional universe to plot the

results Way too many test points

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom61

Letrsquos Simplify

Stick to 2-ray model Easy to synthesize Still allows a range of channels from easy to impossible Maybe we add a third ray for a limited set of tests

Stick to one SNR High enough that the equalizer works on mitigating multipath not

rejecting noise Not so high that there are never any bit errors Should reflect actual use cases Propose 20 dB

Limited set of amplitudes and delays Many phase angles

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom62

Proposed Signal Conditions

Pick a carrier frequency How many Nulls ldquosweep fasterrdquo at higher frequencies (dynamic case only)

20 dB SNR (without multipath) Tier 0 I and II

Tier 0 1 5 10 20 Mbps Tier I and Tier II 2 10 20 and 40 Mbps

Areas for further research STC ndash different multipath on each signal hmmmhellip LDPC ndash six codes

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom63

Proposed Static Channels

Channel response depends on Carrier frequency Delay Reflection amplitude Reflection phase

Delays (in bits) of 05 1 2 5 10 20 and 50 Delays much shorter than 05 bit are essentially flat fades where

the signal power is simply gone EQ cannot help Amplitudes of 05 to 09 in steps of 01

For bonus points include 095 and 098

Phases of 0deg to 360deg in 10deg steps

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom64

What is the Measured Value

Must be observable with EQ both on and off Bit error rate is universally understood DQM is readily computed from BER

With calibration DQM is much more quickly measured

Remind me again what is DQM

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom65

Definition of DQM (aka Q)

To a statistician DQM is the ldquoLog Likelihood Ratiordquo Start with probability of error P

Be practical 05 lt P lt 1e-12 BEP derived within demod BER measured with a BERT

Likelihood Ratio (LR) = P (1 ndash P) Q = min (-log10(LR) 12) Easily reversed

P = 10-Q (1 + 10-Q)

Short version Q = 5 P = 1e-5

P Q05 0000

1E-01 09541E-02 19961E-03 30001E-04 40001E-05 50001E-06 60001E-07 70001E-08 80001E-09 90001E-10 100001E-11 110001E-12 12000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom66

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom67

Test Procedure

Set frequency modulation and bit rate Turn the equalizer off Set EbN0 to 20 dB Set direct path to delay 0 amplitude 1 angle 0 Enable multipath Set reflected path delay and amplitude Loop through delayed path phase

0 degrees to 360 degrees in 10 degree steps Record DQM at each step or record BER and calculate DQM Plot DQM versus phase in polar form

Turn equalizer on and repeat If two test units are available test EQ on and EQ off at the same time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom68

Grading the Tests

Measure BER with EQ on and off then compute DQM If your DQM is well calibrated measure DQM directly

Plot DQM vs delay path phase in polar form Radius = DQM Angle = phase of delayed path

Result will be a distorted ldquohooprdquo Bigger radius is better Some angles will be worse than others

Compute the area of each ldquohooprdquo for EQ on and off ldquoEqualizer Benefitrdquo = Areaon ndash Areaoff

Since the radius is (essentially) the logarithm of the BER the difference is the number of orders of magnitude improvement in BER

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom69

DQM Calibration

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom70

No Multipath No Problem

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom71

0-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom72

30-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom73

60-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom74

90-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom75

120-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom76

150-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom77

180-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom78

210-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom79

240-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom80

270-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom81

300-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom82

330-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom83

360-100-09

Test Results Examples

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom85

10 Mbps SOQPSK 1 bit Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom86

10 Mbps SOQPSK 2 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom87

10 Mbps SOQPSK 5 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom88

10 Mbps SOQPSK 10 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom89

10 Mbps SOQPSK 20 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom90

What About Dynamics

Most pronounced effect of target motion is variation in phase of the reflected path Manifests as spectral nulls sweeping through spectrum

Proposal Stress the equalizer by sweeping the null faster and faster until

the EQ benefit starts to drop Similar to the Break Frequency test for combiners

Figure of merit becomes the ldquoBreak Frequencyrdquo of the equalizer

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom91

What Can we Measure

Measure the BER averaged over all phases Correlates with moving test article Convert to DQM Or measure DQM but average it correctly (see next slide)

For consistency with the static plots plot DQM versus ldquospin raterdquo

Plot multiple delay path amplitudes on one chart Separate charts for each delay value

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom92

Equalizer Break Frequency

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom93

Course Outline ndash Day 3

Impairment Mitigation Techniques Adaptive Equalization Best Source Selection Best Channel Selection Space-Time Coding (STC) Low Density Parity Check (LDPC) Coding

Using All the Tools Together Performance Comparison amp Summary Link Budgets

  • Telemetry Smorgasbord
  • Course Outline ndash Day 2
  • Side by Side Summary
  • BER Performance Comparison
  • Todayrsquos Modulation Tour
  • Data Quality Metric (DQM)
  • How to Assess Data Quality
  • Definition of DQM
  • DQE Format
  • Calibration of DQM
  • DQM Calibration Fixture
  • DQM Calibration in AWGN
  • DQM Step Response
  • DQM Fade Recovery
  • DQM Interference Test
  • Diversity Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • BER Results - Fading Signals
  • Measured Combiner BER - Tier 0
  • Measured Combiner BER - Tier I
  • Measured Combiner BER - Tier II
  • Combiner Summary
  • Synchronization
  • Telemetry Channels are Bursty
  • Synchronization Test
  • Typical Sync Test
  • Synchronization Parameters
  • Tier 0 Synchronization
  • Tier I Synchronization
  • Tier 0 Synchronization
  • Low SNR Synchronization
  • Synchronization Summary
  • Adjacent Channel Interference
  • PSD is Half the Story
  • Multi-channel ACI Test Set
  • 9 Mbps Multi-h CPM Multichannel
  • BER as a Function of F
  • Degradation as a Function of F
  • ACI Summary
  • Frequency Separation Rule
  • Multipath Propagation
  • Multipath Propagation
  • Assumptions
  • 2-Ray Transfer Function
  • 3-Ray Transfer Function
  • Multipath on the Tarmac
  • Multipath in Flight
  • Multipath Summary
  • Adaptive Equalization
  • Multipath is Ugly
  • Adaptive Equalization
  • Equalizer Techniques
  • Generic Adaptive Equalizer
  • Adaptive EQ - Adapting
  • Adaptive Equalizer in Action
  • Adaptive Equalizer Summary
  • Performance Evaluation of Adaptive Equalizers
  • So Many Channelshellip
  • Letrsquos Simplify
  • Proposed Signal Conditions
  • Proposed Static Channels
  • What is the Measured Value
  • Definition of DQM (aka Q)
  • DQM Calibration Fixture
  • Test Procedure
  • Grading the Tests
  • DQM Calibration
  • No Multipath No Problem
  • 0-100-09
  • 30-100-09
  • 60-100-09
  • 90-100-09
  • 120-100-09
  • 150-100-09
  • 180-100-09
  • 210-100-09
  • 240-100-09
  • 270-100-09
  • 300-100-09
  • 330-100-09
  • 360-100-09
  • Test Results Examples
  • 10 Mbps SOQPSK 1 bit Delay
  • 10 Mbps SOQPSK 2 Bits Delay
  • 10 Mbps SOQPSK 5 Bits Delay
  • 10 Mbps SOQPSK 10 Bits Delay
  • 10 Mbps SOQPSK 20 Bits Delay
  • What About Dynamics
  • What Can we Measure
  • Equalizer Break Frequency
  • Course Outline ndash Day 3
Modulation Type as ai Rs = Ri
NRZ PCMFM 1 for receivers with RLC final Intermediate Frequency (IF) filters 12 22
07 for receivers with Surface Acoustic Wave (SAW) or digital IF filters 12 19
05 with multi-symbol detectors (or equivalent devices) 12 17
FQPSK-B FQPSK-JR SOQPSK-TG 045 065 11
ARTM CPM 035 05 085
time delta t BER ORC BER ND BER DBS ERR ORC ERR ND ERR DBS EFS ORC EFS ND EFS DBS SES ORC SES ND SES DBS ES ORC ES ND ES DBS UNA ORC UNA ND UNA DBS ET ET ND ET DBS LA ND LA DBS
05309 000 000E+00 -100E+00 0 2 1 0 0 0 0 1 0 0 4 3 2 1 1
05319 1000 000E+00 530E-07 0 26 11 6 0 0 0 4 0 0 14 13 12 1 1
05329 2000 000E+00 260E-07 0 26 21 16 0 0 0 4 0 0 24 23 22 1 1
05339 3000 000E+00 278E-04 0 41555 31 24 0 1 0 6 0 0 34 33 32 1 096875
05349 4000 000E+00 208E-04 0 41555 41 34 0 1 0 6 0 0 44 43 42 1 09761904762
05359 5000 800E-09 166E-04 2 41557 50 43 0 1 1 7 0 0 54 53 52 1 09807692308
05409 6000 100E-08 139E-04 4 41559 59 52 0 1 2 8 0 0 64 63 62 1 09838709677
05419 7000 100E-08 119E-04 4 41559 69 62 0 1 2 8 0 0 74 73 72 1 09861111111
05429 8000 100E-08 104E-04 4 41559 79 72 0 1 3 9 0 0 83 83 82 1 0987804878
05439 9000 200E-08 924E-05 8 41563 88 81 0 1 3 9 0 0 94 93 92 1 09891304348
05449 10000 280E-08 832E-05 14 41569 97 90 0 1 4 10 0 0 104 103 102 1 09901960784
05459 11000 400E-08 757E-05 22 41577 106 99 0 1 5 11 0 0 114 113 112 1 09910714286
05509 12000 430E-08 693E-05 26 41581 115 108 0 1 6 12 0 0 124 123 122 1 09918032787
05519 13000 520E-08 640E-05 34 41589 124 117 0 1 7 13 0 0 134 133 132 1 09924242424
05529 14000 480E-08 594E-05 34 41589 134 127 0 1 8 14 0 0 144 143 142 1 09929577465
05539 15000 900E-08 555E-05 68 41623 141 134 0 1 10 16 0 0 154 153 152 1 09934210526
05549 16000 100E-07 521E-05 82 41637 149 142 0 1 12 18 0 0 164 163 162 1 09938271605
05559 17000 110E-07 490E-05 94 41649 158 151 0 1 13 19 0 0 174 173 172 1 09941860465
05609 18000 131E-07 463E-05 118 41673 165 158 0 1 16 22 0 0 184 183 182 1 09945054945
05619 19000 143E-07 439E-05 136 41691 174 167 0 1 17 23 0 0 194 193 192 1 09947916667
05629 20000 136E-07 417E-05 136 41691 184 177 0 1 18 24 0 0 204 203 202 1 0995049505
05639 21000 135E-07 397E-05 142 41697 193 186 0 1 18 24 0 0 214 213 212 1 09952830189
05649 22000 140E-07 379E-05 154 41709 202 195 0 1 19 25 0 0 224 223 222 1 09954954955
05659 23000 137E-07 363E-05 158 41713 211 204 0 1 20 26 0 0 234 233 232 1 09956896552
05709 24000 136E-07 348E-05 164 41719 220 213 0 1 21 27 0 0 244 243 242 1 09958677686
05719 25000 137E-07 334E-05 172 41727 229 222 0 1 22 28 0 0 254 253 252 1 0996031746
05729 26000 132E-07 321E-05 172 41727 239 232 0 1 23 29 0 0 264 263 262 1 09961832061
05739 27000 132E-07 309E-05 178 41737 246 240 0 1 26 31 0 0 274 273 272 1 09963235294
05749 28000 135E-07 298E-05 190 41745 253 247 0 1 28 33 0 0 284 283 282 1 09964539007
05759 29000 136E-07 288E-05 198 41753 261 255 0 1 30 35 0 0 294 293 292 1 09965753425
05809 30000 132E-07 278E-05 198 41753 271 265 0 1 30 35 0 0 304 303 302 1 09966887417
05819 31000 130E-07 269E-05 202 41757 280 274 0 1 31 36 0 0 314 313 312 1 09967948718
05829 32000 126E-07 261E-05 202 41757 290 284 0 1 32 37 0 0 324 323 322 1 09968944099
05839 33000 125E-07 253E-05 206 41761 299 293 0 1 32 37 0 0 334 333 332 1 09969879518
05849 34000 124E-07 246E-05 212 41767 308 302 0 1 33 38 0 0 344 343 342 1 09970760234
05859 35000 121E-07 239E-05 212 41767 318 312 0 1 33 38 0 0 354 353 352 1 09971590909
05909 36000 120E-07 232E-05 216 41771 327 321 0 1 34 39 0 0 364 363 362 1 09972375691
05919 37000 117E-07 226E-05 216 41771 337 331 0 1 34 39 0 0 374 373 372 1 0997311828
05929 38000 115E-07 220E-05 218 41773 346 340 0 1 35 40 0 0 384 383 382 1 0997382199
05939 39000 112E-07 214E-05 218 41773 356 350 0 1 35 40 0 0 394 393 392 1 09974489796
05949 40000 115E-07 209E-05 230 41785 363 357 0 1 38 43 0 0 404 403 402 1 09975124378
05959 41000 113E-07 204E-05 232 41787 372 366 0 1 39 44 0 0 414 413 412 1 09975728155
10009 42000 111E-07 199E-05 234 41789 381 375 0 1 40 45 0 0 424 423 422 1 09976303318
10019 43000 110E-07 194E-05 236 41791 390 384 0 1 42 46 0 0 434 433 432 1 09976851852
10029 44000 108E-07 190E-05 238 41793 399 393 0 1 42 47 0 0 444 443 442 1 09977375566
10039 45000 106E-07 186E-05 238 41793 409 403 0 1 43 48 0 0 454 453 452 1 09977876106
10049 46000 198E-04 265E-05 455111 60883 413 410 3 2 49 50 0 0 464 463 462 09935205184 09956709957
10059 47000 555E-04 259E-05 1306300 60883 419 420 6 2 52 50 0 0 474 473 472 09873150106 09957627119
10109 48000 128E-03 254E-05 3244655 60883 421 430 13 2 61 50 0 0 484 483 482 09730848861 09958506224
10119 49000 277E-03 249E-05 6882493 60883 421 440 11 2 58 50 13 0 494 493 492 09513184584 09959349593
10129 50000 297E-03 244E-05 7441715 60883 421 450 11 2 58 50 23 0 504 503 502 09324055666 09960159363
10139 51000 291E-03 239E-05 7441723 60883 435 460 11 2 59 50 17 0 514 513 512 09454191033 099609375
10149 52000 286E-03 234E-05 7441727 60883 444 470 11 2 60 50 17 0 524 523 522 09464627151 09961685824
10159 53000 281E-03 230E-05 7441729 60883 453 480 11 2 61 50 17 0 534 533 532 0947467167 09962406015
10209 54000 275E-03 226E-05 7441731 60883 462 490 11 2 62 50 17 0 544 543 542 09484346225 09963099631
10219 55000 270E-03 221E-05 7441731 60883 472 500 11 2 62 50 17 0 554 553 552 09493670886 09963768116
10229 56000 266E-03 217E-05 7441733 60883 481 510 11 2 64 50 17 0 564 563 562 09502664298 09964412811
10239 57000 261E-03 214E-05 7441739 60883 488 520 11 2 66 50 17 0 574 573 572 09511343805 09965034965
10249 58000 256E-03 210E-05 7441747 60883 496 530 11 2 68 50 17 0 584 583 582 09519725557 09965635739
10259 59000 252E-03 206E-05 7441747 60883 506 540 11 2 68 50 17 0 594 593 592 09527824621 09966216216
10309 60000 248E-03 203E-05 7441747 60883 516 550 11 2 68 50 17 0 604 603 602 09535655058 09966777409
10319 61000 244E-03 200E-05 7441747 60883 526 560 11 2 68 50 17 0 614 613 612 09543230016 09967320261
10329 62000 240E-03 196E-05 7441747 60883 536 570 11 2 68 50 17 0 624 623 622 09550561798 09967845659
10339 63000 236E-03 193E-05 7441753 60883 543 580 11 2 71 50 17 0 634 633 632 09557661927 0996835443
10349 64000 232E-03 190E-05 7441753 60883 553 590 11 2 71 50 17 0 644 643 642 09564541213 09968847352
10359 65000 229E-03 187E-05 7441755 60883 562 600 11 2 72 50 17 0 654 653 652 09571209801 09969325153
10409 66000 225E-03 185E-05 7441755 60883 572 610 11 2 72 50 17 0 664 663 662 09577677225 0996978852
10419 67000 222E-03 182E-05 7441757 60883 581 620 11 2 73 50 17 0 674 673 672 09583952452 09970238095
10429 68000 219E-03 179E-05 7441757 60883 591 630 11 2 73 50 17 0 684 683 682 09590043924 09970674487
10439 69000 216E-03 176E-05 7441759 60883 600 640 11 2 74 50 17 0 694 693 692 09595959596 09971098266
10449 70000 212E-03 174E-05 7441767 60883 608 650 11 2 76 50 17 0 704 703 702 0960170697 09971509972
10459 71000 209E-03 172E-05 7441773 60883 617 660 11 2 77 50 17 0 714 713 712 09607293128 09971910112
10509 72000 207E-03 169E-05 7441797 60883 623 670 11 2 82 50 17 0 724 723 722 09612724758 09972299169
10519 73000 204E-03 167E-05 7441845 60883 626 680 11 2 88 50 17 0 734 733 732 09618008186 09972677596
10529 74000 201E-03 165E-05 7441845 60883 636 690 11 2 88 50 17 0 744 743 742 09623149394 09973045822
10539 75000 198E-03 162E-05 7441917 60883 639 700 11 2 96 50 17 0 754 753 752 0962815405 09973404255
10549 76000 221E-03 160E-05 8389029 60883 639 710 11 2 95 50 28 0 764 763 762 09488859764 09973753281
10559 77000 219E-03 158E-05 8418363 60883 639 720 11 2 95 50 38 0 774 773 772 0936610608 09974093264
10609 78000 216E-03 156E-05 8418429 60883 642 730 11 2 104 50 36 0 784 783 782 09399744572 09974424552
10619 79000 213E-03 154E-05 8418533 60883 646 740 11 2 110 50 36 0 794 793 792 09407313997 09974747475
10629 80000 210E-03 152E-05 8418625 60883 651 750 11 2 115 50 36 0 804 803 802 09414694894 09975062344
10639 81000 208E-03 150E-05 8418649 60883 659 760 11 2 116 50 36 0 814 813 812 09421894219 09975369458
10649 82000 205E-03 149E-05 8418769 60889 667 769 11 2 118 51 36 0 824 823 822 09428918591 099756691
10659 83000 203E-03 147E-05 8418795 60889 674 779 11 2 121 51 36 0 834 833 832 0943577431 09975961538
10709 84000 200E-03 145E-05 8418867 60889 677 789 11 2 128 51 36 0 844 843 842 09442467378 09976247031
10719 85000 198E-03 143E-05 8418937 60889 680 799 11 2 136 51 36 0 854 853 852 09449003517 09976525822
10729 86000 196E-03 142E-05 8418941 60889 689 809 11 2 137 51 36 0 864 863 862 09455388181 09976798144
10739 87000 193E-03 140E-05 8419891 60889 692 819 11 2 144 51 36 0 874 873 872 09461626575 0997706422
10749 88000 191E-03 138E-05 8423291 60889 692 829 11 2 154 51 36 0 884 883 882 09467723669 09977324263
10759 89000 189E-03 137E-05 8423751 60889 693 839 11 2 163 51 36 0 894 893 892 09473684211 09977578475
10809 90000 187E-03 135E-05 8424419 60889 694 849 11 2 172 51 36 0 904 903 902 09479512735 09977827051
10819 91000 185E-03 134E-05 8425325 60889 694 859 11 2 182 51 36 0 914 913 912 09485213582 09978070175
10829 92000 183E-03 132E-05 8426223 60889 694 869 11 2 192 51 36 0 924 923 922 09490790899 09978308026
10839 93000 181E-03 131E-05 8426561 60889 695 879 11 2 201 51 36 0 934 933 932 0949624866 09978540773
10849 94000 179E-03 130E-05 8427649 60889 696 889 11 2 210 51 36 0 944 943 942 09501590668 09978768577
10859 95000 177E-03 128E-05 8428241 60889 698 899 11 2 218 51 36 0 954 953 952 09506820567 09978991597
10909 96000 176E-03 127E-05 8428341 60889 699 909 11 2 227 51 36 0 964 963 962 09511941848 09979209979
10919 97000 174E-03 126E-05 8428421 60889 702 919 11 2 234 51 36 0 974 973 972 09516957862 09979423868
10929 98000 172E-03 124E-05 8428491 60889 707 929 11 2 239 51 36 0 984 983 982 09521871821 09979633401
10939 99000 170E-03 123E-05 8428529 60889 713 939 11 2 242 51 36 0 994 993 992 09526686808 0997983871
10949 100000 168E-03 122E-05 8428561 60889 721 949 11 2 244 51 36 0 1004 1003 1002 09531405783 0998003992
10959 101000 167E-03 121E-05 8428627 60889 727 959 11 2 248 51 36 0 1014 1013 1012 09536031589 09980237154
11009 102000 165E-03 119E-05 8428717 60889 731 969 11 2 254 51 36 0 1024 1023 1022 0954056696 09980430528
11019 103000 164E-03 118E-05 8428747 60889 738 979 11 2 257 51 36 0 1034 1033 1032 09545014521 09980620155
11029 104000 162E-03 117E-05 8428751 60889 746 989 11 2 259 51 36 0 1044 1043 1042 09549376798 09980806142
11039 105000 160E-03 116E-05 8429441 60889 747 999 11 2 269 51 36 0 1054 1053 1052 0955365622 09980988593
11049 106000 159E-03 115E-05 8431061 60889 747 1009 11 2 279 51 36 0 1064 1063 1062 09557855127 09981167608
11059 107000 158E-03 114E-05 8432865 60889 747 1019 11 2 289 51 36 0 1074 1073 1072 09561975769 09981343284
11109 108000 156E-03 113E-05 8435265 60889 747 1029 11 2 299 51 36 0 1084 1083 1082 09566020314 09981515712
11119 109000 155E-03 112E-05 8436525 60889 747 1039 11 2 309 51 36 0 1094 1093 1092 09569990851 09981684982
11129 110000 153E-03 111E-05 8436565 60889 753 1049 11 2 312 51 36 0 1104 1103 1102 09573889393 0998185118
11139 111000 152E-03 110E-05 8436633 60889 755 1059 11 2 321 51 36 0 1114 1113 1112 0957771788 09982014388
11149 112000 151E-03 109E-05 8437273 60889 755 1069 11 2 331 51 36 0 1124 1123 1122 09581478183 09982174688
11159 113000 183E-03 108E-05 10546482 60889 755 1079 11 2 330 51 47 0 1134 1133 1132 09488084731 09982332155
11209 114000 202E-03 107E-05 11523904 60889 755 1089 11 2 330 51 57 0 1144 1143 1142 09405074366 09982486865
11219 115000 211E-03 106E-05 12122006 60889 755 1099 11 2 330 51 67 0 1154 1153 1152 09323503903 09982638889
11229 116000 222E-03 105E-05 12902569 60889 755 1109 11 2 330 51 77 0 1164 1163 1162 09243336199 09982788296
11239 117000 221E-03 104E-05 12905622 60889 755 1119 11 2 340 51 77 0 1174 1173 1172 09249786871 09982935154
11249 118000 219E-03 103E-05 12906068 60889 755 1129 11 2 350 51 77 0 1184 1183 1182 09256128487 09983079526
11259 119000 217E-03 102E-05 12906196 60889 758 1139 11 2 357 51 77 0 1194 1193 1193 09262363789 09983235541
11309 120000 215E-03 101E-05 12906246 60889 763 1149 11 2 361 51 77 0 1204 1203 1202 09268495428 09983361065
11319 121000 213E-03 101E-05 12906262 60889 770 1159 11 2 365 51 77 0 1214 1213 1212 09274525969 0998349835
11329 122000 211E-03 998E-06 12906272 60889 777 1169 11 2 367 51 77 0 1224 1223 1222 0928045789 09983633388
11339 123000 210E-03 990E-06 12906286 60889 785 1179 11 2 369 51 77 0 1234 1233 1232 09286293593 09983766234
11349 124000 208E-03 982E-06 12906302 60889 794 1189 11 2 370 51 77 0 1244 1243 1242 09292035398 0998389694
11359 125000 206E-03 974E-06 12906332 60889 801 1199 11 2 373 51 77 0 1254 1253 1252 09297685555 09984025559
11409 126000 205E-03 967E-06 12906356 60889 809 1209 11 2 376 51 77 0 1264 1263 1262 09303246239 09984152139
11419 127000 203E-03 959E-06 12906388 60889 814 1219 11 2 381 51 77 0 1274 1273 1272 0930871956 0998427673
11429 128000 202E-03 951E-06 12906452 60889 815 1229 11 2 390 51 77 0 1284 1283 1282 0931410756 09984399376
11439 129000 200E-03 944E-06 12907164 60889 821 1239 11 2 394 51 77 0 1294 1293 1292 0931941222 09984520124
11449 130000 198E-03 937E-06 12907196 60889 826 1249 11 2 398 51 77 0 1304 1303 1302 09324635457 09984639017
11459 131000 197E-03 930E-06 12907216 60889 832 1259 11 2 402 51 77 0 1314 1313 1312 09329779132 09984756098
11509 132000 195E-03 923E-06 12907256 60889 837 1269 11 2 407 51 77 0 1324 1323 1322 09334845049 09984871407
11519 133000 194E-03 916E-06 12907300 60889 842 1279 11 2 413 51 77 0 1334 1333 1332 09339834959 09984984985
11529 134000 193E-03 909E-06 12907446 60889 842 1289 11 2 423 51 77 0 1344 1343 1342 09344750558 0998509687
11539 135000 191E-03 902E-06 12907500 60889 844 1299 11 2 431 51 77 0 1354 1353 1352 09349593496 09985207101
11549 136000 190E-03 895E-06 12907802 60889 844 1309 11 2 441 51 77 0 1364 1363 1362 09354365371 09985315712
11559 137000 188E-03 889E-06 12907944 60889 844 1319 11 2 451 51 77 0 1374 1373 1372 09359067735 09985422741
11609 138000 187E-03 882E-06 12907984 60889 847 1329 11 2 457 51 77 0 1384 1383 1382 09363702097 0998552822
11619 139000 186E-03 876E-06 12908002 60889 854 1339 11 2 461 51 77 0 1394 1393 1392 09368269921 09985632184
11629 140000 184E-03 870E-06 12908050 60889 858 1349 11 2 467 51 77 0 1404 1403 1402 0937277263 09985734665
11639 141000 183E-03 864E-06 12915334 60889 858 1359 11 2 477 51 77 0 1414 1413 1412 09377211607 09985835694
11649 142000 182E-03 858E-06 12915890 60889 858 1369 11 2 487 51 77 0 1424 1423 1422 09381588194 09985935302
11659 143000 181E-03 852E-06 12916062 60889 858 1379 11 2 496 51 77 0 1434 1433 1432 09385903699 0998603352
11709 144000 179E-03 846E-06 12916368 60889 860 1389 11 2 505 51 77 0 1444 1443 1442 0939015939 09986130374
11719 145000 178E-03 840E-06 12917424 60889 860 1399 11 2 515 51 77 0 1454 1453 1452 09394356504 09986225895
11729 146000 177E-03 834E-06 12917612 60889 860 1409 11 2 525 51 77 0 1464 1463 1462 09398496241 09986320109
11739 147000 176E-03 828E-06 12919282 60889 860 1419 11 2 535 51 77 0 1474 1473 1472 09402579769 09986413043
11749 148000 175E-03 823E-06 12919502 60889 861 1429 11 2 544 51 77 0 1484 1483 1482 09406608227 09986504723
11759 149000 173E-03 817E-06 12920094 60889 862 1439 11 2 553 51 77 0 1494 1493 1492 09410582719 09986595174
11809 150000 172E-03 812E-06 12920542 60889 862 1449 11 2 563 51 77 0 1504 1503 1502 09414504325 09986684421
11819 151000 171E-03 807E-06 12921018 60889 862 1459 11 2 573 51 77 0 1514 1513 1512 09418374091 09986772487
11829 152000 170E-03 801E-06 12921360 60889 862 1469 11 2 583 51 77 0 1524 1523 1522 0942219304 09986859396
11839 153000 169E-03 796E-06 12950485 60889 862 1479 13 2 593 51 77 0 1534 1533 1532 09412915851 0998694517
11849 154000 168E-03 791E-06 12953417 60889 862 1489 13 2 603 51 77 0 1544 1543 1542 09416720674 09987029831
11859 155000 167E-03 786E-06 12955543 60889 862 1499 13 2 613 51 77 0 1554 1553 1552 09420476497 09987113402
11909 156000 166E-03 781E-06 12955837 60889 863 1509 13 2 622 51 77 0 1564 1563 1562 09424184261 09987195903
11919 157000 165E-03 776E-06 12958545 60917 863 1517 13 2 632 53 77 0 1574 1573 1572 09427844882 09987277354
11929 158000 164E-03 771E-06 12958685 60917 866 1527 13 2 639 53 77 0 1584 1583 1582 09431459255 09987357775
11939 159000 163E-03 766E-06 12961813 60917 866 1537 13 2 649 53 77 0 1594 1593 1592 09435028249 09987437186
11949 160000 162E-03 761E-06 12964137 60917 866 1547 13 2 659 53 77 0 1604 1603 1602 09438552714 09987515605
11959 161000 161E-03 757E-06 12965119 60917 866 1557 13 2 669 53 77 0 1614 1613 1612 09442033478 09987593052
12009 162000 160E-03 752E-06 12965901 60917 866 1567 13 2 679 53 77 0 1624 1623 1622 09445471349 09987669544
12019 163000 159E-03 747E-06 12966433 60917 867 1577 13 2 688 53 77 0 1634 1633 1632 09448867116 09987745098
12029 164000 158E-03 743E-06 12968037 60917 867 1587 13 2 698 53 77 0 1644 1643 1642 09452221546 09987819732
12039 165000 157E-03 738E-06 12968811 60917 867 1597 13 2 708 53 77 0 1654 1653 1652 0945553539 09987893462
12049 166000 156E-03 734E-06 12969943 60917 867 1607 13 2 718 53 77 0 1664 1663 1662 09458809381 09987966306
12059 167000 155E-03 730E-06 12970133 60917 867 1617 13 2 728 53 77 0 1674 1673 1672 09462044232 09988038278
12109 168000 154E-03 725E-06 12970893 60917 867 1627 13 2 738 53 77 0 1684 1683 1682 09465240642 09988109394
12119 169000 153E-03 721E-06 12972463 60917 867 1637 13 2 748 53 77 0 1694 1693 1692 09468399291 09988179669
12129 170000 153E-03 717E-06 12973469 60917 867 1647 13 2 758 53 77 0 1704 1703 1702 09471520846 09988249119
12139 171000 152E-03 713E-06 12974725 60917 867 1657 13 2 768 53 77 0 1714 1713 1712 09474605954 09988317757
12149 172000 151E-03 708E-06 12977483 60917 867 1667 13 2 778 53 77 0 1724 1723 1722 09477655252 09988385598
12159 173000 150E-03 704E-06 12988390 60917 867 1677 14 2 788 53 77 0 1734 1733 1732 09474899019 09988452656
12209 174000 149E-03 700E-06 12992040 60917 867 1687 14 2 798 53 77 0 1744 1743 1742 09477911647 09988518944
12219 175000 148E-03 696E-06 12993836 60917 867 1697 14 2 808 53 77 0 1754 1753 1752 09480889903 09988584475
12229 176000 148E-03 692E-06 12995140 60917 867 1707 14 2 818 53 77 0 1764 1763 1762 09483834373 09988649262
12239 177000 147E-03 688E-06 12997858 60917 867 1717 14 2 828 53 77 0 1774 1773 1772 09486745629 09988713318
12249 178000 146E-03 684E-06 13000280 60917 867 1727 14 2 838 53 77 0 1784 1783 1782 09489624229 09988776655
12259 179000 145E-03 681E-06 13000986 60917 867 1737 14 2 848 53 77 0 1794 1793 1792 09492470719 09988839286
12309 180000 144E-03 677E-06 13006560 60917 867 1747 14 2 858 53 77 0 1804 1803 1802 09495285635 09988901221
12319 181000 144E-03 673E-06 13009966 60917 867 1757 14 2 868 53 77 0 1814 1813 1812 09498069498 09988962472
12329 182000 143E-03 669E-06 13013370 60917 867 1767 14 2 878 53 77 0 1824 1823 1822 0950082282 09989023052
12339 183000 142E-03 666E-06 13019200 60917 867 1777 14 2 888 53 77 0 1834 1833 1832 09503546099 09989082969
12349 184000 142E-03 662E-06 13022478 60917 867 1787 14 2 898 53 77 0 1844 1843 1842 09506239826 09989142237
12359 185000 141E-03 659E-06 13026006 60917 867 1797 14 2 908 53 77 0 1854 1853 1852 09508904479 09989200864
12409 186000 140E-03 655E-06 13028008 60917 867 1807 14 2 918 53 77 0 1864 1863 1862 09511540526 09989258861
12419 187000 139E-03 652E-06 13031052 60917 867 1817 14 2 928 53 77 0 1874 1873 1872 09514148425 09989316239
12429 188000 139E-03 648E-06 13035850 60917 867 1827 14 2 938 53 77 0 1884 1883 1882 09516728625 09989373007
12439 189000 138E-03 645E-06 13054558 60917 867 1837 15 2 948 53 77 0 1894 1893 1892 09513998943 09989429175
12449 190000 138E-03 641E-06 13070358 60917 867 1847 15 2 958 53 77 0 1904 1903 1902 09516552811 09989484753
12459 191000 137E-03 638E-06 13076908 60917 867 1857 15 2 968 53 77 0 1914 1913 1912 09519079979 09989539749
12509 192000 136E-03 635E-06 13078830 60917 867 1867 15 2 978 53 77 0 1924 1923 1922 09521580863 09989594173
12519 193000 136E-03 631E-06 13080042 60917 867 1877 15 2 988 53 77 0 1934 1933 1932 09524055872 09989648033
12529 194000 135E-03 628E-06 13082014 60917 867 1887 15 2 998 53 77 0 1944 1943 1942 09526505404 09989701339
12539 195000 134E-03 625E-06 13082710 60919 867 1896 15 2 1008 54 77 0 1954 1953 1952 09528929852 09989754098
12549 196000 133E-03 622E-06 13084412 60919 867 1906 15 2 1018 54 77 0 1964 1963 1962 09531329598 0998980632
12559 197000 133E-03 619E-06 13094909 60929 867 1913 16 2 1028 57 77 0 1974 1973 1972 09528636594 09989858012
12609 198000 133E-03 615E-06 13165973 60931 867 1922 21 2 1038 58 77 0 1984 1983 1982 09505799294 09989909183
12619 199000 150E-03 612E-06 15925826 60939 867 1929 28 2 1048 61 77 0 1994 1993 1992 09473156046 09989959839
12629 200000 212E-03 609E-06 21779923 60947 867 1936 23 2 1042 64 93 0 2004 2003 2002 09420868697 0999000999
12639 201000 323E-03 607E-06 32657370 60965 867 1941 23 2 1042 70 103 0 2014 2013 2012 09374068554 09990059642
12649 202000 454E-03 604E-06 45898031 61053 867 1944 23 2 1042 77 113 0 2024 2023 2022 09327731092 09990108803
12659 203000 452E-03 603E-06 45904033 61223 867 1945 23 2 1053 86 112 0 2034 2033 2032 09335956714 0999015748
12709 204000 486E-03 603E-06 49793500 61471 867 1945 29 2 1063 96 112 0 2044 2043 2043 09309838473 09990210475
12719 205000 662E-03 601E-06 69086529 61639 867 1945 23 2 1056 106 129 0 2054 2053 2052 09259620068 09990253411
12729 206000 901E-03 600E-06 93851104 61827 867 1945 23 2 1056 116 139 0 2064 2063 2062 09214735822 09990300679
12739 207000 114E-02 600E-06 118870561 62105 867 1945 23 2 1056 126 149 0 2074 2073 2072 09170284612 0999034749
12749 208000 137E-02 609E-06 143968305 63907 867 1945 23 2 1056 136 159 0 2084 2083 2082 09126260202 09990393852
12759 209000 161E-02 204E-05 168991872 215373 867 1945 23 11 1056 146 169 0 2094 2093 2093 09082656474 0994744386
12809 210000 184E-02 236E-05 193965216 249045 867 1945 23 13 1056 156 179 0 2104 2103 2102 09039467427 09938154139
12819 211000 206E-02 259E-05 218989101 276945 867 1945 23 16 1056 166 189 0 2114 2113 2113
12829 212000 229E-02 150E-03 243962303 17010756 867 1945 23 13 1056 163 199 14 2124 2123 2122
12839 213000 251E-02 379E-03 268810939 41387129 867 1945 23 13 1056 163 209 23 2134 2133 2132
12849 214000 274E-02 612E-03 293983858 66553166 867 1945 23 13 1056 163 219 34 2144 2143 2142
12859 215000 296E-02 839E-03 318932313 91502733 867 1945 23 13 1056 163 229 44 2154 2153 2153
12909 216000 317E-02 891E-03 343805753 96245442 867 1945 23 13 1056 163 239 53 2164 2163 2162
12919 217000 339E-02 894E-03 368754298 96987496 867 1945 23 13 1056 163 249 63 2174 2173 2172
12929 218000 360E-02 894E-03 393802939 97498851 867 1945 23 13 1056 163 259 73 2184 2183 2182
0 0
10 10
20 20
30 30
40 40
50 50
60 60
70 70
80 80
90 90
100 100
110 110
120 120
130 130
140 140
150 150
160 160
170 170
180 180
190 190
200 200
210 210
220 220
230 230
240 240
250 250
260 260
270 270
280 280
290 290
300 300
310 310
320 320
330 330
340 340
350 350
360 360
370 370
380 380
390 390
400 400
410 410
420 420
430 430
440 440
450 450
460 460
470 470
480 480
490 490
500 500
510 510
520 520
530 530
540 540
550 550
560 560
570 570
580 580
590 590
600 600
610 610
620 620
630 630
640 640
650 650
660 660
670 670
680 680
690 690
700 700
710 710
720 720
730 730
740 740
750 750
760 760
770 770
780 780
790 790
800 800
810 810
820 820
830 830
840 840
850 850
860 860
870 870
880 880
890 890
900 900
910 910
920 920
930 930
940 940
950 950
960 960
970 970
980 980
990 990
1000 1000
1010 1010
1020 1020
1030 1030
1040 1040
1050 1050
1060 1060
1070 1070
1080 1080
1090 1090
1100 1100
1110 1110
1120 1120
1130 1130
1140 1140
1150 1150
1160 1160
1170 1170
1180 1180
1190 1190
1200 1200
1210 1210
1220 1220
1230 1230
1240 1240
1250 1250
1260 1260
1270 1270
1280 1280
1290 1290
1300 1300
1310 1310
1320 1320
1330 1330
1340 1340
1350 1350
1360 1360
1370 1370
1380 1380
1390 1390
1400 1400
1410 1410
1420 1420
1430 1430
1440 1440
1450 1450
1460 1460
1470 1470
1480 1480
1490 1490
1500 1500
1510 1510
1520 1520
1530 1530
1540 1540
1550 1550
1560 1560
1570 1570
1580 1580
1590 1590
1600 1600
1610 1610
1620 1620
1630 1630
1640 1640
1650 1650
1660 1660
1670 1670
1680 1680
1690 1690
1700 1700
1710 1710
1720 1720
1730 1730
1740 1740
1750 1750
1760 1760
1770 1770
1780 1780
1790 1790
1800 1800
1810 1810
1820 1820
1830 1830
1840 1840
1850 1850
1860 1860
1870 1870
1880 1880
1890 1890
1900 1900
1910 1910
1920 1920
1930 1930
1940 1940
1950 1950
1960 1960
1970 1970
1980 1980
1990 1990
2000 2000
2010 2010
2020 2020
2030 2030
2040 2040
2050 2050
2060 2060
2070 2070
2080 2080
2090 2090
2100 2100
2110 2110
2120 2120
2130 2130
2140 2140
2150 2150
2160 2160
2170 2170
2180 2180
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0036912963 0036912963 0036912963
00370288194 00370288194 00370288194
00371444444 00371444444 00371444444
00372601852 00372601852 00372601852
00373759259 00373759259 00373759259
00374916667 00374916667 00374916667
00376074074 00376074074 00376074074
00377231481 00377231481 00377231481
00378390046 00378390046 00378390046
00379546296 00379546296 00379546296
00380704861 00380704861 00380704861
00381861111 00381861111 00381861111
00383018519 00383018519 00383018519
00384175926 00384175926 00384175926
00385333333 00385333333 00385333333
00386490741 00386490741 00386490741
00387648148 00387648148 00387648148
00388806713 00388806713 00388806713
00389962963 00389962963 00389962963
0039112037 0039112037 0039112037
00392277778 00392277778 00392277778
00393435185 00393435185 00393435185
00394592593 00394592593 00394592593
0039575 0039575 0039575
00396907407 00396907407 00396907407
00398064815 00398064815 00398064815
0039922338 0039922338 0039922338
0040037963 0040037963 0040037963
00401537037 00401537037 00401537037
00402694444 00402694444 00402694444
00403851852 00403851852 00403851852
00405009259 00405009259 00405009259
00406166667 00406166667 00406166667
00407325231 00407325231 00407325231
00408481481 00408481481 00408481481
00409638889 00409638889 00409638889
00410796296 00410796296 00410796296
00411953704 00411953704 00411953704
00413112269 00413112269 00413112269
00414268519 00414268519 00414268519
00415427083 00415427083 00415427083
00416583333 00416583333 00416583333
00417741898 00417741898 00417741898
00418898148 00418898148 00418898148
00420055556 00420055556 00420055556
00421212963 00421212963 00421212963
0042237037 0042237037 0042237037
00423528935 00423528935 00423528935
00424685185 00424685185 00424685185
0042584375 0042584375 0042584375
00427 00427 00427
00428157407 00428157407 00428157407
00429314815 00429314815 00429314815
00430472222 00430472222 00430472222
0043162963 0043162963 0043162963
00432787037 00432787037 00432787037
00433945602 00433945602 00433945602
00435101852 00435101852 00435101852
00436260417 00436260417 00436260417
00437416667 00437416667 00437416667
00438574074 00438574074 00438574074
00439731481 00439731481 00439731481
00440888889 00440888889 00440888889
00442046296 00442046296 00442046296
00443203704 00443203704 00443203704
00444362269 00444362269 00444362269
00445518519 00445518519 00445518519
00446675926 00446675926 00446675926
00447833333 00447833333 00447833333
00448990741 00448990741 00448990741
00450148148 00450148148 00450148148
00451305556 00451305556 00451305556
0045246412 0045246412 0045246412
0045362037 0045362037 0045362037
00454778935 00454778935 00454778935
00455935185 00455935185 00455935185
00457092593 00457092593 00457092593
0045825 0045825 0045825
00459407407 00459407407 00459407407
00460565972 00460565972 00460565972
00461722222 00461722222 00461722222
00462880787 00462880787 00462880787
00464037037 00464037037 00464037037
00465195602 00465195602 00465195602
00466351852 00466351852 00466351852
00467509259 00467509259 00467509259
00468667824 00468667824 00468667824
00469824074 00469824074 00469824074
00470982639 00470982639 00470982639
00472138889 00472138889 00472138889
00473297454 00473297454 00473297454
00474453704 00474453704 00474453704
00475611111 00475611111 00475611111
00476768519 00476768519 00476768519
00477925926 00477925926 00477925926
00479084491 00479084491 00479084491
00480240741 00480240741 00480240741
00481399306 00481399306 00481399306
00482555556 00482555556 00482555556
0048371412 0048371412 0048371412
0048487037 0048487037 0048487037
00486027778 00486027778 00486027778
00487186343 00487186343 00487186343
00488342593 00488342593 00488342593
00489501157 00489501157 00489501157
00490657407 00490657407 00490657407
00491815972 00491815972 00491815972
00492972222 00492972222 00492972222
0049412963 0049412963 0049412963
00495287037 00495287037 00495287037
00496444444 00496444444 00496444444
00497603009 00497603009 00497603009
00498759259 00498759259 00498759259
00499917824 00499917824 00499917824
00501074074 00501074074 00501074074
00502232639 00502232639 00502232639
00503388889 00503388889 00503388889
00504546296 00504546296 00504546296
00505704861 00505704861 00505704861
00506861111 00506861111 00506861111
00508019676 00508019676 00508019676
00509175926 00509175926 00509175926
00510334491 00510334491 00510334491
00511490741 00511490741 00511490741
00512648148 00512648148 00512648148
00513806713 00513806713 00513806713
00514962963 00514962963 00514962963
00516121528 00516121528 00516121528
00517277778 00517277778 00517277778
00518436343 00518436343 00518436343
00519592593 00519592593 00519592593
00520751157 00520751157 00520751157
00521907407 00521907407 00521907407
00523064815 00523064815 00523064815
00524222222 00524222222 00524222222
0052537963 0052537963 0052537963
00526538194 00526538194 00526538194
00527694444 00527694444 00527694444
00528853009 00528853009 00528853009
00530009259 00530009259 00530009259
00531166667 00531166667 00531166667
00532324074 00532324074 00532324074
00533481481 00533481481 00533481481
00534640046 00534640046 00534640046
00535796296 00535796296 00535796296
00536954861 00536954861 00536954861
00538111111 00538111111 00538111111
00539269676 00539269676 00539269676
00540425926 00540425926 00540425926
00541583333 00541583333 00541583333
00542741898 00542741898 00542741898
00543898148 00543898148 00543898148
00545056713 00545056713 00545056713
00546212963 00546212963 00546212963
00547371528 00547371528 00547371528
00548527778 00548527778 00548527778
00549685185 00549685185 00549685185
00550842593 00550842593 00550842593
00552 00552 00552
00553158565 00553158565 00553158565
00554314815 00554314815 00554314815
0055547338 0055547338 0055547338
0055662963 0055662963 0055662963
00557788194 00557788194 00557788194
00558944444 00558944444 00558944444
00560101852 00560101852 00560101852
00561260417 00561260417 00561260417
00562416667 00562416667 00562416667
00563575231 00563575231 00563575231
00564731481 00564731481 00564731481
00565890046 00565890046 00565890046
00567046296 00567046296 00567046296
00568203704 00568203704 00568203704
00569361111 00569361111 00569361111
00570518519 00570518519 00570518519
00571677083 00571677083 00571677083
00572833333 00572833333 00572833333
00573991898 00573991898 00573991898
00575148148 00575148148 00575148148
00576306713 00576306713 00576306713
00577462963 00577462963 00577462963
0057862037 0057862037 0057862037
00579777778 00579777778 00579777778
00580935185 00580935185 00580935185
0058209375 0058209375 0058209375
0058325 0058325 0058325
00584408565 00584408565 00584408565
00585564815 00585564815 00585564815
00586722222 00586722222 00586722222
00587880787 00587880787 00587880787
00589037037 00589037037 00589037037
00590195602 00590195602 00590195602
00591351852 00591351852 00591351852
00592510417 00592510417 00592510417
00593666667 00593666667 00593666667
00594825231 00594825231 00594825231
00595981481 00595981481 00595981481
00597138889 00597138889 00597138889
00598297454 00598297454 00598297454
00599453704 00599453704 00599453704
00600612269 00600612269 00600612269
00601768519 00601768519 00601768519
00602927083 00602927083 00602927083
00604083333 00604083333 00604083333
00605240741 00605240741 00605240741
00606399306 00606399306 00606399306
00607555556 00607555556 00607555556
0060871412 0060871412 0060871412
0060987037 0060987037 0060987037
00611028935 00611028935 00611028935
00612185185 00612185185 00612185185
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0061334375 0061334375
006145 006145
00615657407 00615657407
00616815972 00616815972
00617972222 00617972222
00619130787 00619130787
00620287037 00620287037
00621445602 00621445602
0036912963
00370288194
00371444444
00372601852
00373759259
00374916667
00376074074
00377231481
00378390046
00379546296
00380704861
00381861111
00383018519
00384175926
00385333333
00386490741
00387648148
00388806713
00389962963
0039112037
00392277778
00393435185
00394592593
0039575
00396907407
00398064815
0039922338
0040037963
00401537037
00402694444
00403851852
00405009259
00406166667
00407325231
00408481481
00409638889
00410796296
00411953704
00413112269
00414268519
00415427083
00416583333
00417741898
00418898148
00420055556
00421212963
0042237037
00423528935
00424685185
0042584375
00427
00428157407
00429314815
00430472222
0043162963
00432787037
00433945602
00435101852
00436260417
00437416667
00438574074
00439731481
00440888889
00442046296
00443203704
00444362269
00445518519
00446675926
00447833333
00448990741
00450148148
00451305556
0045246412
0045362037
00454778935
00455935185
00457092593
0045825
00459407407
00460565972
00461722222
00462880787
00464037037
00465195602
00466351852
00467509259
00468667824
00469824074
00470982639
00472138889
00473297454
00474453704
00475611111
00476768519
00477925926
00479084491
00480240741
00481399306
00482555556
0048371412
0048487037
00486027778
00487186343
00488342593
00489501157
00490657407
00491815972
00492972222
0049412963
00495287037
00496444444
00497603009
00498759259
00499917824
00501074074
00502232639
00503388889
00504546296
00505704861
00506861111
00508019676
00509175926
00510334491
00511490741
00512648148
00513806713
00514962963
00516121528
00517277778
00518436343
00519592593
00520751157
00521907407
00523064815
00524222222
0052537963
00526538194
00527694444
00528853009
00530009259
00531166667
00532324074
00533481481
00534640046
00535796296
00536954861
00538111111
00539269676
00540425926
00541583333
00542741898
00543898148
00545056713
00546212963
00547371528
00548527778
00549685185
00550842593
00552
00553158565
00554314815
0055547338
0055662963
00557788194
00558944444
00560101852
00561260417
00562416667
00563575231
00564731481
00565890046
00567046296
00568203704
00569361111
00570518519
00571677083
00572833333
00573991898
00575148148
00576306713
00577462963
0057862037
00579777778
00580935185
0058209375
0058325
00584408565
00585564815
00586722222
00587880787
00589037037
00590195602
00591351852
00592510417
00593666667
00594825231
00595981481
00597138889
00598297454
00599453704
00600612269
00601768519
00602927083
00604083333
00605240741
00606399306
00607555556
0060871412
0060987037
00611028935
00612185185
Page 5: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom5

Todayrsquos Modulation Tour

Data Quality Metric (DQM)

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom7

How to Assess Data Quality Measured BER is not practical

Requires known data in the stream ndash not possible with encryption Takes a long time to measure low BERs

Bit error probability (BEP) howeverhellip Does not require any known data Can be determined quickly and accurately from demodulator statistics Is an unbiased quality metric regardless of channel impairments When calibrated per a standardized procedure DQM based on BEP allows DQE

from multiple vendors to interoperate

Each vendor can use their own algorithm for developing BEP DQM is calculated directly from BEP

Use of Likelihood Ratio leads to maximum likelihood BSS algorithms Converted to 16-bit integer on log scale

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom8

Definition of DQM Start with BEP derived within demod Likelihood Ratio (LR) = (1 - BEP) BEP DQM = min (round (log10 (LR) 12 (2^16)) 2^16 -1)

16-bit unsigned integer ranges from 0 to 65535

Easily reversed LR = 10^(-12 DQM 2^16) BEP = 1 (1 + LR)

Define ldquoQrdquo as the ldquoUserrsquos DQMrdquo Q = 12 DQM 65535 Represents the exponent of 10 in the BEP Examples

Q = 3 BEP = 1e-3 Q = 7 BEP = 1e-7

Arbitrarily cap Q at ldquoa perfect 10rdquo

BEP LR DQM Q05 100 0 000

1E-01 111111E-01 5211 0951E-02 101010E-02 10899 2001E-03 100100E-03 16382 3001E-04 100010E-04 21845 4001E-05 100001E-05 27307 5001E-06 100000E-06 32768 6001E-07 100000E-07 38229 7001E-08 100000E-08 43691 8001E-09 100000E-09 49152 9001E-10 100000E-10 54613 10001E-11 100000E-11 60075 10001E-12 100000E-12 65535 1000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom9

DQE Format

Header 16-bit sync pattern (0xFAC4)

MSB first 1111101011000100 8-bit reserved word potentially for packet header version number (currently 0) 8-bit reserved word potentially for source ID tag (currently 0) 16-bit DQM

Payload data User selectable length (128 le N le 16536) Defaults to 4096

16-bitSync

Pattern 8-bi

tW

ord 16-bitDQM N bits of payload data (128 le N le 16536)8-

bit

Wor

d

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom10

Calibration of DQM Calibrate DQM under various channel impairments

AWGN ndash static level AWGN ndash dynamic level (step response) Dropouts In-band and adjacent channel interference Phase noise Timing jitter Static multipath

Test procedures are being developed to evaluate accuracy of DQM Targeted for inclusion in IRIG 118

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom11

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom12

DQM Calibration in AWGN Required as a baseline for all other tests

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom13

DQM Step Response Assesses timeliness of DQM values UUT stays synchronized during test

One block at each step is a blend of the two states

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom14

DQM Fade Recovery Includes UUT synchronization time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom15

DQM Interference Test Interference is not AWGN but it causes bit errors

Diversity Combining

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom17

Maximal Ratio Combining Many telemetry systems utilize diversity reception

Frequency separation using two transmitter Orthogonal polarizations using cross-polarized antenna feeds

Combining two (or more) copies of the same signal Diversity combining Creates a third signal to be demodulated BER performance of third signal is better than either of the individual signals

Special case ndash the leading use of diversity Linearly polarized transmit antenna on test article ndash could be at any orientation Left-hand and right-hand circularly polarized receive antennas Each receive antenna loses half the transmit power Diversity combiner puts it all back together eliminating the polarization loss Frequency diversity works the same way but uses twice the bandwidth

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom18

Maximal Ratio Combining

Weight each signal in proportion to its SNR and add Yields optimum SNR on combined channel in AWGN SNRcombined = SNRa + SNRb

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom19

Maximal Ratio Combining

Jump to file diversity-combiner-videomp4 Or click to view on our website Combining Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom20

BER Results - Fading Signals

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom21

Measured Combiner BER - Tier 0

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom22

Measured Combiner BER - Tier I

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom23

Measured Combiner BER - Tier II

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom24

Combiner Summary Receive-side processing

No transmitter impact

Phase aligns the signals Forms weighted sum of two inputs SNR of the weighted sum is at least as high as the better signal May be as much as 3 dB higher (equal input case) Conventional combiner design assumes signals are time-aligned

Performance falls off rapidly with increasing time skew Combiner will probably fail altogether at plusmn frac12 bit time skew

Some combiners do both phase alignment and time alignment Supports operation with spatially separated antennas

If you have access to two copies of the signal use them

Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom26

Telemetry Channels are Bursty

Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude

00E+00

50E+06

10E+07

15E+07

20E+07

25E+07

0 500 1000 1500 2000 2500

Elapsed Time - Seconds

Bit

Erro

rs

ERR NDERR DBS

Figure from Robert Jefferis Tybrin Edwards AFB Reprinted by permission of the author

In a typical flight test the vast majority of bit errors occur at dropouts

Chart3 (2)

LA DBS
1
1
1
096875
09761904762
09807692308
09838709677
09861111111
0987804878
09891304348
09901960784
09910714286
09918032787
09924242424
09929577465
09934210526
09938271605
09941860465
09945054945
09947916667
0995049505
09952830189
09954954955
09956896552
09958677686
0996031746
09961832061
09963235294
09964539007
09965753425
09966887417
09967948718
09968944099
09969879518
09970760234
09971590909
09972375691
0997311828
0997382199
09974489796
09975124378
09975728155
09976303318
09976851852
09977375566
09977876106
09956709957
09957627119
09958506224
09959349593
09960159363
099609375
09961685824
09962406015
09963099631
09963768116
09964412811
09965034965
09965635739
09966216216
09966777409
09967320261
09967845659
0996835443
09968847352
09969325153
0996978852
09970238095
09970674487
09971098266
09971509972
09971910112
09972299169
09972677596
09973045822
09973404255
09973753281
09974093264
09974424552
09974747475
09975062344
09975369458
099756691
09975961538
09976247031
09976525822
09976798144
0997706422
09977324263
09977578475
09977827051
09978070175
09978308026
09978540773
09978768577
09978991597
09979209979
09979423868
09979633401
0997983871
0998003992
09980237154
09980430528
09980620155
09980806142
09980988593
09981167608
09981343284
09981515712
09981684982
0998185118
09982014388
09982174688
09982332155
09982486865
09982638889
09982788296
09982935154
09983079526
09983235541
09983361065
0998349835
09983633388
09983766234
0998389694
09984025559
09984152139
0998427673
09984399376
09984520124
09984639017
09984756098
09984871407
09984984985
0998509687
09985207101
09985315712
09985422741
0998552822
09985632184
09985734665
09985835694
09985935302
0998603352
09986130374
09986225895
09986320109
09986413043
09986504723
09986595174
09986684421
09986772487
09986859396
0998694517
09987029831
09987113402
09987195903
09987277354
09987357775
09987437186
09987515605
09987593052
09987669544
09987745098
09987819732
09987893462
09987966306
09988038278
09988109394
09988179669
09988249119
09988317757
09988385598
09988452656
09988518944
09988584475
09988649262
09988713318
09988776655
09988839286
09988901221
09988962472
09989023052
09989082969
09989142237
09989200864
09989258861
09989316239
09989373007
09989429175
09989484753
09989539749
09989594173
09989648033
09989701339
09989754098
0998980632
09989858012
09989909183
09989959839
0999000999
09990059642
09990108803
0999015748
09990210475
09990253411
09990300679
0999034749
09990393852
0994744386
09938154139

Chart1

EFS ND
EFS DBS
1
0
11
6
21
16
31
24
41
34
50
43
59
52
69
62
79
72
88
81
97
90
106
99
115
108
124
117
134
127
141
134
149
142
158
151
165
158
174
167
184
177
193
186
202
195
211
204
220
213
229
222
239
232
246
240
253
247
261
255
271
265
280
274
290
284
299
293
308
302
318
312
327
321
337
331
346
340
356
350
363
357
372
366
381
375
390
384
399
393
409
403
413
410
419
420
421
430
421
440
421
450
435
460
444
470
453
480
462
490
472
500
481
510
488
520
496
530
506
540
516
550
526
560
536
570
543
580
553
590
562
600
572
610
581
620
591
630
600
640
608
650
617
660
623
670
626
680
636
690
639
700
639
710
639
720
642
730
646
740
651
750
659
760
667
769
674
779
677
789
680
799
689
809
692
819
692
829
693
839
694
849
694
859
694
869
695
879
696
889
698
899
699
909
702
919
707
929
713
939
721
949
727
959
731
969
738
979
746
989
747
999
747
1009
747
1019
747
1029
747
1039
753
1049
755
1059
755
1069
755
1079
755
1089
755
1099
755
1109
755
1119
755
1129
758
1139
763
1149
770
1159
777
1169
785
1179
794
1189
801
1199
809
1209
814
1219
815
1229
821
1239
826
1249
832
1259
837
1269
842
1279
842
1289
844
1299
844
1309
844
1319
847
1329
854
1339
858
1349
858
1359
858
1369
858
1379
860
1389
860
1399
860
1409
860
1419
861
1429
862
1439
862
1449
862
1459
862
1469
862
1479
862
1489
862
1499
863
1509
863
1517
866
1527
866
1537
866
1547
866
1557
866
1567
867
1577
867
1587
867
1597
867
1607
867
1617
867
1627
867
1637
867
1647
867
1657
867
1667
867
1677
867
1687
867
1697
867
1707
867
1717
867
1727
867
1737
867
1747
867
1757
867
1767
867
1777
867
1787
867
1797
867
1807
867
1817
867
1827
867
1837
867
1847
867
1857
867
1867
867
1877
867
1887
867
1896
867
1906
867
1913
867
1922
867
1929
867
1936
867
1941
867
1944
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945

Chart2

SES ND
SES DBS
UNA ND
Time hrminsec
Severe Error Seconds
SES and UNA Accumulation HistoryARTM flight 78 Eastbound Supersonic Corridor
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
3
2
0
6
2
0
13
2
0
11
2
13
11
2
23
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
28
11
2
38
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
47
11
2
57
11
2
67
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
16
2
77
21
2
77
28
2
77
23
2
93
23
2
103
23
2
113
23
2
112
29
2
112
23
2
129
23
2
139
23
2
149
23
2
159
23
11
169
23
13
179

Chart3

LA ND
LA DBS
1
1
1
1
1
1
1
096875
1
09761904762
1
09807692308
1
09838709677
1
09861111111
1
0987804878
1
09891304348
1
09901960784
1
09910714286
1
09918032787
1
09924242424
1
09929577465
1
09934210526
1
09938271605
1
09941860465
1
09945054945
1
09947916667
1
0995049505
1
09952830189
1
09954954955
1
09956896552
1
09958677686
1
0996031746
1
09961832061
1
09963235294
1
09964539007
1
09965753425
1
09966887417
1
09967948718
1
09968944099
1
09969879518
1
09970760234
1
09971590909
1
09972375691
1
0997311828
1
0997382199
1
09974489796
1
09975124378
1
09975728155
1
09976303318
1
09976851852
1
09977375566
1
09977876106
09935205184
09956709957
09873150106
09957627119
09730848861
09958506224
09513184584
09959349593
09324055666
09960159363
09454191033
099609375
09464627151
09961685824
0947467167
09962406015
09484346225
09963099631
09493670886
09963768116
09502664298
09964412811
09511343805
09965034965
09519725557
09965635739
09527824621
09966216216
09535655058
09966777409
09543230016
09967320261
09550561798
09967845659
09557661927
0996835443
09564541213
09968847352
09571209801
09969325153
09577677225
0996978852
09583952452
09970238095
09590043924
09970674487
09595959596
09971098266
0960170697
09971509972
09607293128
09971910112
09612724758
09972299169
09618008186
09972677596
09623149394
09973045822
0962815405
09973404255
09488859764
09973753281
0936610608
09974093264
09399744572
09974424552
09407313997
09974747475
09414694894
09975062344
09421894219
09975369458
09428918591
099756691
0943577431
09975961538
09442467378
09976247031
09449003517
09976525822
09455388181
09976798144
09461626575
0997706422
09467723669
09977324263
09473684211
09977578475
09479512735
09977827051
09485213582
09978070175
09490790899
09978308026
0949624866
09978540773
09501590668
09978768577
09506820567
09978991597
09511941848
09979209979
09516957862
09979423868
09521871821
09979633401
09526686808
0997983871
09531405783
0998003992
09536031589
09980237154
0954056696
09980430528
09545014521
09980620155
09549376798
09980806142
0955365622
09980988593
09557855127
09981167608
09561975769
09981343284
09566020314
09981515712
09569990851
09981684982
09573889393
0998185118
0957771788
09982014388
09581478183
09982174688
09488084731
09982332155
09405074366
09982486865
09323503903
09982638889
09243336199
09982788296
09249786871
09982935154
09256128487
09983079526
09262363789
09983235541
09268495428
09983361065
09274525969
0998349835
0928045789
09983633388
09286293593
09983766234
09292035398
0998389694
09297685555
09984025559
09303246239
09984152139
0930871956
0998427673
0931410756
09984399376
0931941222
09984520124
09324635457
09984639017
09329779132
09984756098
09334845049
09984871407
09339834959
09984984985
09344750558
0998509687
09349593496
09985207101
09354365371
09985315712
09359067735
09985422741
09363702097
0998552822
09368269921
09985632184
0937277263
09985734665
09377211607
09985835694
09381588194
09985935302
09385903699
0998603352
0939015939
09986130374
09394356504
09986225895
09398496241
09986320109
09402579769
09986413043
09406608227
09986504723
09410582719
09986595174
09414504325
09986684421
09418374091
09986772487
0942219304
09986859396
09412915851
0998694517
09416720674
09987029831
09420476497
09987113402
09424184261
09987195903
09427844882
09987277354
09431459255
09987357775
09435028249
09987437186
09438552714
09987515605
09442033478
09987593052
09445471349
09987669544
09448867116
09987745098
09452221546
09987819732
0945553539
09987893462
09458809381
09987966306
09462044232
09988038278
09465240642
09988109394
09468399291
09988179669
09471520846
09988249119
09474605954
09988317757
09477655252
09988385598
09474899019
09988452656
09477911647
09988518944
09480889903
09988584475
09483834373
09988649262
09486745629
09988713318
09489624229
09988776655
09492470719
09988839286
09495285635
09988901221
09498069498
09988962472
0950082282
09989023052
09503546099
09989082969
09506239826
09989142237
09508904479
09989200864
09511540526
09989258861
09514148425
09989316239
09516728625
09989373007
09513998943
09989429175
09516552811
09989484753
09519079979
09989539749
09521580863
09989594173
09524055872
09989648033
09526505404
09989701339
09528929852
09989754098
09531329598
0998980632
09528636594
09989858012
09505799294
09989909183
09473156046
09989959839
09420868697
0999000999
09374068554
09990059642
09327731092
09990108803
09335956714
0999015748
09309838473
09990210475
09259620068
09990253411
09214735822
09990300679
09170284612
0999034749
09126260202
09990393852
09082656474
0994744386
09039467427
09938154139

Chart4

ERR ND
ERR DBS
Elapsed Time - Seconds
Bit Errors
Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude
0
2
0
26
0
26
0
41555
0
41555
2
41557
4
41559
4
41559
4
41559
8
41563
14
41569
22
41577
26
41581
34
41589
34
41589
68
41623
82
41637
94
41649
118
41673
136
41691
136
41691
142
41697
154
41709
158
41713
164
41719
172
41727
172
41727
178
41737
190
41745
198
41753
198
41753
202
41757
202
41757
206
41761
212
41767
212
41767
216
41771
216
41771
218
41773
218
41773
230
41785
232
41787
234
41789
236
41791
238
41793
238
41793
455111
60883
1306300
60883
3244655
60883
6882493
60883
7441715
60883
7441723
60883
7441727
60883
7441729
60883
7441731
60883
7441731
60883
7441733
60883
7441739
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441753
60883
7441753
60883
7441755
60883
7441755
60883
7441757
60883
7441757
60883
7441759
60883
7441767
60883
7441773
60883
7441797
60883
7441845
60883
7441845
60883
7441917
60883
8389029
60883
8418363
60883
8418429
60883
8418533
60883
8418625
60883
8418649
60883
8418769
60889
8418795
60889
8418867
60889
8418937
60889
8418941
60889
8419891
60889
8423291
60889
8423751
60889
8424419
60889
8425325
60889
8426223
60889
8426561
60889
8427649
60889
8428241
60889
8428341
60889
8428421
60889
8428491
60889
8428529
60889
8428561
60889
8428627
60889
8428717
60889
8428747
60889
8428751
60889
8429441
60889
8431061
60889
8432865
60889
8435265
60889
8436525
60889
8436565
60889
8436633
60889
8437273
60889
10546482
60889
11523904
60889
12122006
60889
12902569
60889
12905622
60889
12906068
60889
12906196
60889
12906246
60889
12906262
60889
12906272
60889
12906286
60889
12906302
60889
12906332
60889
12906356
60889
12906388
60889
12906452
60889
12907164
60889
12907196
60889
12907216
60889
12907256
60889
12907300
60889
12907446
60889
12907500
60889
12907802
60889
12907944
60889
12907984
60889
12908002
60889
12908050
60889
12915334
60889
12915890
60889
12916062
60889
12916368
60889
12917424
60889
12917612
60889
12919282
60889
12919502
60889
12920094
60889
12920542
60889
12921018
60889
12921360
60889
12950485
60889
12953417
60889
12955543
60889
12955837
60889
12958545
60917
12958685
60917
12961813
60917
12964137
60917
12965119
60917
12965901
60917
12966433
60917
12968037
60917
12968811
60917
12969943
60917
12970133
60917
12970893
60917
12972463
60917
12973469
60917
12974725
60917
12977483
60917
12988390
60917
12992040
60917
12993836
60917
12995140
60917
12997858
60917
13000280
60917
13000986
60917
13006560
60917
13009966
60917
13013370
60917
13019200
60917
13022478
60917
13026006
60917
13028008
60917
13031052
60917
13035850
60917
13054558
60917
13070358
60917
13076908
60917
13078830
60917
13080042
60917
13082014
60917
13082710
60919
13084412
60919
13094909
60929
13165973
60931
15925826
60939
21779923
60947
32657370
60965
45898031
61053
45904033
61223
49793500
61471
69086529
61639
93851104
61827
118870561
62105
143968305
63907
168991872
215373
193965216
249045
218989101
276945
243962303
17010756
268810939
41387129
293983858
66553166
318932313
91502733
343805753
96245442
368754298
96987496
393802939
97498851

FIREBERD1_07_22_2004_Midway

jefferis robertLOS both systems LOS of ND system lost prior to this time
jefferis robertturn into eastbound run major signal disturbance on both receivers
jefferis robertclassic 2-ray MP cycles
jefferis robertthis is eastbound run on high-speed super corridor includes turn around 010048

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom27

Synchronization Test IRIG 118-12 Procedure 74 (Flat Fade Recovery Test) Transmit randomized ones pattern Measure time at which output becomes ldquoall (or mostly) onesrdquo

IRIG Randomizer Modulator Add Noise

Noise

Switch

Demodwith

DerandomizerTimer

OnesDetector

All ones

Controller

Start

Stop

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom28

Typical Sync Test

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom29

Synchronization Parameters Modulation technique

Tier 0 uses more bandwidth ndash easier to synchronize to Tier I is spectrally compact making it slippery ndash synchronization is more difficult

Trellis demodulation helps achieve sync

Tier II is even more compact ndash synchronization takes longer

Bit rate Fixed-duration tasks amount to more bits at high bit rates

Signal to noise ratio Sync times will be longer at low SNR

Synchronization threshold SNR at which the demodulator can acquire sync

Sync loss threshold SNR at which a synchronized demodulator will drop sync

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom30

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom31

Tier I Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom32

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom33

Low SNR Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom34

Synchronization Summary

The aeronautical telemetry channel is plagued with dropouts

Rapid synchronization and synchronization at low SNR is the best means of minimizing the impact of these dropouts

IRIG 118 defines test procedures for measuring sync time and sync thresholds

Pay attention to synchronization performance

Adjacent Channel Interference

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom36

PSD is Half the Story

Overall spectral efficiency is determined by spacing between channels

Receiver selectivity affects channel spacing A valid comparison must account for both

transmitted spectrum and ldquotolerablerdquo receiver filtering

Not all modulations are equally ldquotolerantrdquo of IF filtering and interference

Multi-channel testing accounts for these factors

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom37

Multi-channel ACI Test Set

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom38

9 Mbps Multi-h CPM Multichannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom39

BER as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom40

Degradation as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom41

IC=20 dB

ACI Summary

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom42

Frequency Separation Rulewhere

bull ΔF0 = the minimum center frequency separation in MHzbull Rs = bit rate of desired signal in Mbsbull Ri = bit rate of interfering signal in Mbs

ΔF0 = asRs + aiRi

The NRZ PCMFM signals are assumed to be premodulation filtered with a multi-pole filter with 3 dB point of 07 times the bit rate and the peak deviation is assumed to be approximately 035 times the bit rate

The receiver IF filter is assumed to be no wider than 15 times the bit rate and provides at least 6 dB of attenuation of the interfering signal

The interfering signal is assumed to be no more than 20 dB stronger than the desired signal The receiver is assumed to be operating in linear mode no significant intermodulation products or spurious

responses are present

Sheet1

Sheet2

Sheet3

Multipath Propagation

Brace yourselfGreek symbols ahead

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom44

Multipath Propagation

The picture cant be displayed

Dry lake bed = smooth reflecting surface

Narrow beam receive antennaAirborne transmitter Line-of-sight communications link

Irregular terrain

Low elevation angle

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom45

Assumptions Channel can be modeled as a linear time-invariant

(LTI) system over ldquoshort enoughrdquo time interval

Line-of-sight propagation path

L-1 multipath propagation paths

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

Complex-valued path loss

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom46

2-Ray Transfer Function Magnitude of first multipath reflection Γ1 ldquosweep raterdquo of multipath null ~

(dB)

1 (0 dB)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom47

3-Ray Transfer Function

1 (0 dB)

M

D

(dB)

(3-Ray Model)(dB)

(2-Ray Model)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom48

Multipath on the Tarmac

Nearly static frequency selective long delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom49

Multipath in Flight Dynamic frequency selective and flat fading various delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom50

Multipath Summary

If your test article operates near the ground you are quite likely experiencing multipath

If so there will be intervals during which no useful data is recovered

Loss of bit count integrity is likely Encrypted links will lose crypto sync

What to do Stay tuned for the ldquoAdaptive Equalizerrdquo discussion

Adaptive Equalization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom52

Multipath is Ugly

Equalization can turn

this intohellip this

Actual multipath from aircraft on the tarmac at Edwards AFB

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom53

Adaptive Equalization

Consider the multipath channel to be a filter Varies over time

Consider building a filter which ldquoundoesrdquo the filtering imposed by the channel Let it keep track of the the channel and continuously adapt itself

to the channel

Presto You have an adaptive equalizer Can repair damage done by multipath Works with a single receiver Requires no bandwidth expansion Requires no changes to the transmitter

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom54

Equalizer Techniques

JG Proakis Digital Communications 1989 2nd Edition

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom55

Generic Adaptive Equalizer

Equalizer DecisionDevice

EqualizerAdjustment

ErrorCalculation

TrainingSequence

SymbolStatistics

Training Mode Blind Mode

Decision-Directed Mode

Transmitted Signal

Received Signal Recovered

Data

EqualizedSignal

Error

Tap Weights

RFChannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom56

Adaptive EQ - Adapting

Jump to file equalizer-out-pcmfm-3ray-dynamic-videomp4 Or click to view on our website PCMFM Adaptive Equalizer Video

Jump to file equalizer-out-soqpsk-3ray-dynamic-videomp4 Or click to view on our website SOQPSK Adaptive Equalizer Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom57

Adaptive Equalizer in Action Jump to file rdms-rackmount-receiver-adaptive-equalizer-

demonstration-videomp4 Or click to view on our website Adaptive Equalizer Demonstration Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom58

Adaptive Equalizer Summary Adaptive equalizer can ldquoundordquo multipath distortion Requires no changes at the transmit end

If available a training sequence can be helpful

Effectiveness of equalizer depends on the severity of the multipath

Well-designed equalizers monitor their own performance and disengage when they are doing badly This must be done without losing bit count integrity

If you have multipath use an equalizer

Performance Evaluation of Adaptive Equalizers

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom60

So Many Channelshellip

Each path is characterized by Delay Amplitude Phase shift (potentially time-varying)

2 3 or more paths Modulation matters SNR matters Need a 10-dimensional universe to plot the

results Way too many test points

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom61

Letrsquos Simplify

Stick to 2-ray model Easy to synthesize Still allows a range of channels from easy to impossible Maybe we add a third ray for a limited set of tests

Stick to one SNR High enough that the equalizer works on mitigating multipath not

rejecting noise Not so high that there are never any bit errors Should reflect actual use cases Propose 20 dB

Limited set of amplitudes and delays Many phase angles

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom62

Proposed Signal Conditions

Pick a carrier frequency How many Nulls ldquosweep fasterrdquo at higher frequencies (dynamic case only)

20 dB SNR (without multipath) Tier 0 I and II

Tier 0 1 5 10 20 Mbps Tier I and Tier II 2 10 20 and 40 Mbps

Areas for further research STC ndash different multipath on each signal hmmmhellip LDPC ndash six codes

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom63

Proposed Static Channels

Channel response depends on Carrier frequency Delay Reflection amplitude Reflection phase

Delays (in bits) of 05 1 2 5 10 20 and 50 Delays much shorter than 05 bit are essentially flat fades where

the signal power is simply gone EQ cannot help Amplitudes of 05 to 09 in steps of 01

For bonus points include 095 and 098

Phases of 0deg to 360deg in 10deg steps

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom64

What is the Measured Value

Must be observable with EQ both on and off Bit error rate is universally understood DQM is readily computed from BER

With calibration DQM is much more quickly measured

Remind me again what is DQM

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom65

Definition of DQM (aka Q)

To a statistician DQM is the ldquoLog Likelihood Ratiordquo Start with probability of error P

Be practical 05 lt P lt 1e-12 BEP derived within demod BER measured with a BERT

Likelihood Ratio (LR) = P (1 ndash P) Q = min (-log10(LR) 12) Easily reversed

P = 10-Q (1 + 10-Q)

Short version Q = 5 P = 1e-5

P Q05 0000

1E-01 09541E-02 19961E-03 30001E-04 40001E-05 50001E-06 60001E-07 70001E-08 80001E-09 90001E-10 100001E-11 110001E-12 12000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom66

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom67

Test Procedure

Set frequency modulation and bit rate Turn the equalizer off Set EbN0 to 20 dB Set direct path to delay 0 amplitude 1 angle 0 Enable multipath Set reflected path delay and amplitude Loop through delayed path phase

0 degrees to 360 degrees in 10 degree steps Record DQM at each step or record BER and calculate DQM Plot DQM versus phase in polar form

Turn equalizer on and repeat If two test units are available test EQ on and EQ off at the same time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom68

Grading the Tests

Measure BER with EQ on and off then compute DQM If your DQM is well calibrated measure DQM directly

Plot DQM vs delay path phase in polar form Radius = DQM Angle = phase of delayed path

Result will be a distorted ldquohooprdquo Bigger radius is better Some angles will be worse than others

Compute the area of each ldquohooprdquo for EQ on and off ldquoEqualizer Benefitrdquo = Areaon ndash Areaoff

Since the radius is (essentially) the logarithm of the BER the difference is the number of orders of magnitude improvement in BER

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom69

DQM Calibration

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom70

No Multipath No Problem

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom71

0-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom72

30-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom73

60-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom74

90-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom75

120-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom76

150-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom77

180-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom78

210-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom79

240-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom80

270-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom81

300-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom82

330-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom83

360-100-09

Test Results Examples

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom85

10 Mbps SOQPSK 1 bit Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom86

10 Mbps SOQPSK 2 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom87

10 Mbps SOQPSK 5 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom88

10 Mbps SOQPSK 10 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom89

10 Mbps SOQPSK 20 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom90

What About Dynamics

Most pronounced effect of target motion is variation in phase of the reflected path Manifests as spectral nulls sweeping through spectrum

Proposal Stress the equalizer by sweeping the null faster and faster until

the EQ benefit starts to drop Similar to the Break Frequency test for combiners

Figure of merit becomes the ldquoBreak Frequencyrdquo of the equalizer

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom91

What Can we Measure

Measure the BER averaged over all phases Correlates with moving test article Convert to DQM Or measure DQM but average it correctly (see next slide)

For consistency with the static plots plot DQM versus ldquospin raterdquo

Plot multiple delay path amplitudes on one chart Separate charts for each delay value

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom92

Equalizer Break Frequency

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom93

Course Outline ndash Day 3

Impairment Mitigation Techniques Adaptive Equalization Best Source Selection Best Channel Selection Space-Time Coding (STC) Low Density Parity Check (LDPC) Coding

Using All the Tools Together Performance Comparison amp Summary Link Budgets

  • Telemetry Smorgasbord
  • Course Outline ndash Day 2
  • Side by Side Summary
  • BER Performance Comparison
  • Todayrsquos Modulation Tour
  • Data Quality Metric (DQM)
  • How to Assess Data Quality
  • Definition of DQM
  • DQE Format
  • Calibration of DQM
  • DQM Calibration Fixture
  • DQM Calibration in AWGN
  • DQM Step Response
  • DQM Fade Recovery
  • DQM Interference Test
  • Diversity Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • BER Results - Fading Signals
  • Measured Combiner BER - Tier 0
  • Measured Combiner BER - Tier I
  • Measured Combiner BER - Tier II
  • Combiner Summary
  • Synchronization
  • Telemetry Channels are Bursty
  • Synchronization Test
  • Typical Sync Test
  • Synchronization Parameters
  • Tier 0 Synchronization
  • Tier I Synchronization
  • Tier 0 Synchronization
  • Low SNR Synchronization
  • Synchronization Summary
  • Adjacent Channel Interference
  • PSD is Half the Story
  • Multi-channel ACI Test Set
  • 9 Mbps Multi-h CPM Multichannel
  • BER as a Function of F
  • Degradation as a Function of F
  • ACI Summary
  • Frequency Separation Rule
  • Multipath Propagation
  • Multipath Propagation
  • Assumptions
  • 2-Ray Transfer Function
  • 3-Ray Transfer Function
  • Multipath on the Tarmac
  • Multipath in Flight
  • Multipath Summary
  • Adaptive Equalization
  • Multipath is Ugly
  • Adaptive Equalization
  • Equalizer Techniques
  • Generic Adaptive Equalizer
  • Adaptive EQ - Adapting
  • Adaptive Equalizer in Action
  • Adaptive Equalizer Summary
  • Performance Evaluation of Adaptive Equalizers
  • So Many Channelshellip
  • Letrsquos Simplify
  • Proposed Signal Conditions
  • Proposed Static Channels
  • What is the Measured Value
  • Definition of DQM (aka Q)
  • DQM Calibration Fixture
  • Test Procedure
  • Grading the Tests
  • DQM Calibration
  • No Multipath No Problem
  • 0-100-09
  • 30-100-09
  • 60-100-09
  • 90-100-09
  • 120-100-09
  • 150-100-09
  • 180-100-09
  • 210-100-09
  • 240-100-09
  • 270-100-09
  • 300-100-09
  • 330-100-09
  • 360-100-09
  • Test Results Examples
  • 10 Mbps SOQPSK 1 bit Delay
  • 10 Mbps SOQPSK 2 Bits Delay
  • 10 Mbps SOQPSK 5 Bits Delay
  • 10 Mbps SOQPSK 10 Bits Delay
  • 10 Mbps SOQPSK 20 Bits Delay
  • What About Dynamics
  • What Can we Measure
  • Equalizer Break Frequency
  • Course Outline ndash Day 3
Modulation Type as ai Rs = Ri
NRZ PCMFM 1 for receivers with RLC final Intermediate Frequency (IF) filters 12 22
07 for receivers with Surface Acoustic Wave (SAW) or digital IF filters 12 19
05 with multi-symbol detectors (or equivalent devices) 12 17
FQPSK-B FQPSK-JR SOQPSK-TG 045 065 11
ARTM CPM 035 05 085
time delta t BER ORC BER ND BER DBS ERR ORC ERR ND ERR DBS EFS ORC EFS ND EFS DBS SES ORC SES ND SES DBS ES ORC ES ND ES DBS UNA ORC UNA ND UNA DBS ET ET ND ET DBS LA ND LA DBS
05309 000 000E+00 -100E+00 0 2 1 0 0 0 0 1 0 0 4 3 2 1 1
05319 1000 000E+00 530E-07 0 26 11 6 0 0 0 4 0 0 14 13 12 1 1
05329 2000 000E+00 260E-07 0 26 21 16 0 0 0 4 0 0 24 23 22 1 1
05339 3000 000E+00 278E-04 0 41555 31 24 0 1 0 6 0 0 34 33 32 1 096875
05349 4000 000E+00 208E-04 0 41555 41 34 0 1 0 6 0 0 44 43 42 1 09761904762
05359 5000 800E-09 166E-04 2 41557 50 43 0 1 1 7 0 0 54 53 52 1 09807692308
05409 6000 100E-08 139E-04 4 41559 59 52 0 1 2 8 0 0 64 63 62 1 09838709677
05419 7000 100E-08 119E-04 4 41559 69 62 0 1 2 8 0 0 74 73 72 1 09861111111
05429 8000 100E-08 104E-04 4 41559 79 72 0 1 3 9 0 0 83 83 82 1 0987804878
05439 9000 200E-08 924E-05 8 41563 88 81 0 1 3 9 0 0 94 93 92 1 09891304348
05449 10000 280E-08 832E-05 14 41569 97 90 0 1 4 10 0 0 104 103 102 1 09901960784
05459 11000 400E-08 757E-05 22 41577 106 99 0 1 5 11 0 0 114 113 112 1 09910714286
05509 12000 430E-08 693E-05 26 41581 115 108 0 1 6 12 0 0 124 123 122 1 09918032787
05519 13000 520E-08 640E-05 34 41589 124 117 0 1 7 13 0 0 134 133 132 1 09924242424
05529 14000 480E-08 594E-05 34 41589 134 127 0 1 8 14 0 0 144 143 142 1 09929577465
05539 15000 900E-08 555E-05 68 41623 141 134 0 1 10 16 0 0 154 153 152 1 09934210526
05549 16000 100E-07 521E-05 82 41637 149 142 0 1 12 18 0 0 164 163 162 1 09938271605
05559 17000 110E-07 490E-05 94 41649 158 151 0 1 13 19 0 0 174 173 172 1 09941860465
05609 18000 131E-07 463E-05 118 41673 165 158 0 1 16 22 0 0 184 183 182 1 09945054945
05619 19000 143E-07 439E-05 136 41691 174 167 0 1 17 23 0 0 194 193 192 1 09947916667
05629 20000 136E-07 417E-05 136 41691 184 177 0 1 18 24 0 0 204 203 202 1 0995049505
05639 21000 135E-07 397E-05 142 41697 193 186 0 1 18 24 0 0 214 213 212 1 09952830189
05649 22000 140E-07 379E-05 154 41709 202 195 0 1 19 25 0 0 224 223 222 1 09954954955
05659 23000 137E-07 363E-05 158 41713 211 204 0 1 20 26 0 0 234 233 232 1 09956896552
05709 24000 136E-07 348E-05 164 41719 220 213 0 1 21 27 0 0 244 243 242 1 09958677686
05719 25000 137E-07 334E-05 172 41727 229 222 0 1 22 28 0 0 254 253 252 1 0996031746
05729 26000 132E-07 321E-05 172 41727 239 232 0 1 23 29 0 0 264 263 262 1 09961832061
05739 27000 132E-07 309E-05 178 41737 246 240 0 1 26 31 0 0 274 273 272 1 09963235294
05749 28000 135E-07 298E-05 190 41745 253 247 0 1 28 33 0 0 284 283 282 1 09964539007
05759 29000 136E-07 288E-05 198 41753 261 255 0 1 30 35 0 0 294 293 292 1 09965753425
05809 30000 132E-07 278E-05 198 41753 271 265 0 1 30 35 0 0 304 303 302 1 09966887417
05819 31000 130E-07 269E-05 202 41757 280 274 0 1 31 36 0 0 314 313 312 1 09967948718
05829 32000 126E-07 261E-05 202 41757 290 284 0 1 32 37 0 0 324 323 322 1 09968944099
05839 33000 125E-07 253E-05 206 41761 299 293 0 1 32 37 0 0 334 333 332 1 09969879518
05849 34000 124E-07 246E-05 212 41767 308 302 0 1 33 38 0 0 344 343 342 1 09970760234
05859 35000 121E-07 239E-05 212 41767 318 312 0 1 33 38 0 0 354 353 352 1 09971590909
05909 36000 120E-07 232E-05 216 41771 327 321 0 1 34 39 0 0 364 363 362 1 09972375691
05919 37000 117E-07 226E-05 216 41771 337 331 0 1 34 39 0 0 374 373 372 1 0997311828
05929 38000 115E-07 220E-05 218 41773 346 340 0 1 35 40 0 0 384 383 382 1 0997382199
05939 39000 112E-07 214E-05 218 41773 356 350 0 1 35 40 0 0 394 393 392 1 09974489796
05949 40000 115E-07 209E-05 230 41785 363 357 0 1 38 43 0 0 404 403 402 1 09975124378
05959 41000 113E-07 204E-05 232 41787 372 366 0 1 39 44 0 0 414 413 412 1 09975728155
10009 42000 111E-07 199E-05 234 41789 381 375 0 1 40 45 0 0 424 423 422 1 09976303318
10019 43000 110E-07 194E-05 236 41791 390 384 0 1 42 46 0 0 434 433 432 1 09976851852
10029 44000 108E-07 190E-05 238 41793 399 393 0 1 42 47 0 0 444 443 442 1 09977375566
10039 45000 106E-07 186E-05 238 41793 409 403 0 1 43 48 0 0 454 453 452 1 09977876106
10049 46000 198E-04 265E-05 455111 60883 413 410 3 2 49 50 0 0 464 463 462 09935205184 09956709957
10059 47000 555E-04 259E-05 1306300 60883 419 420 6 2 52 50 0 0 474 473 472 09873150106 09957627119
10109 48000 128E-03 254E-05 3244655 60883 421 430 13 2 61 50 0 0 484 483 482 09730848861 09958506224
10119 49000 277E-03 249E-05 6882493 60883 421 440 11 2 58 50 13 0 494 493 492 09513184584 09959349593
10129 50000 297E-03 244E-05 7441715 60883 421 450 11 2 58 50 23 0 504 503 502 09324055666 09960159363
10139 51000 291E-03 239E-05 7441723 60883 435 460 11 2 59 50 17 0 514 513 512 09454191033 099609375
10149 52000 286E-03 234E-05 7441727 60883 444 470 11 2 60 50 17 0 524 523 522 09464627151 09961685824
10159 53000 281E-03 230E-05 7441729 60883 453 480 11 2 61 50 17 0 534 533 532 0947467167 09962406015
10209 54000 275E-03 226E-05 7441731 60883 462 490 11 2 62 50 17 0 544 543 542 09484346225 09963099631
10219 55000 270E-03 221E-05 7441731 60883 472 500 11 2 62 50 17 0 554 553 552 09493670886 09963768116
10229 56000 266E-03 217E-05 7441733 60883 481 510 11 2 64 50 17 0 564 563 562 09502664298 09964412811
10239 57000 261E-03 214E-05 7441739 60883 488 520 11 2 66 50 17 0 574 573 572 09511343805 09965034965
10249 58000 256E-03 210E-05 7441747 60883 496 530 11 2 68 50 17 0 584 583 582 09519725557 09965635739
10259 59000 252E-03 206E-05 7441747 60883 506 540 11 2 68 50 17 0 594 593 592 09527824621 09966216216
10309 60000 248E-03 203E-05 7441747 60883 516 550 11 2 68 50 17 0 604 603 602 09535655058 09966777409
10319 61000 244E-03 200E-05 7441747 60883 526 560 11 2 68 50 17 0 614 613 612 09543230016 09967320261
10329 62000 240E-03 196E-05 7441747 60883 536 570 11 2 68 50 17 0 624 623 622 09550561798 09967845659
10339 63000 236E-03 193E-05 7441753 60883 543 580 11 2 71 50 17 0 634 633 632 09557661927 0996835443
10349 64000 232E-03 190E-05 7441753 60883 553 590 11 2 71 50 17 0 644 643 642 09564541213 09968847352
10359 65000 229E-03 187E-05 7441755 60883 562 600 11 2 72 50 17 0 654 653 652 09571209801 09969325153
10409 66000 225E-03 185E-05 7441755 60883 572 610 11 2 72 50 17 0 664 663 662 09577677225 0996978852
10419 67000 222E-03 182E-05 7441757 60883 581 620 11 2 73 50 17 0 674 673 672 09583952452 09970238095
10429 68000 219E-03 179E-05 7441757 60883 591 630 11 2 73 50 17 0 684 683 682 09590043924 09970674487
10439 69000 216E-03 176E-05 7441759 60883 600 640 11 2 74 50 17 0 694 693 692 09595959596 09971098266
10449 70000 212E-03 174E-05 7441767 60883 608 650 11 2 76 50 17 0 704 703 702 0960170697 09971509972
10459 71000 209E-03 172E-05 7441773 60883 617 660 11 2 77 50 17 0 714 713 712 09607293128 09971910112
10509 72000 207E-03 169E-05 7441797 60883 623 670 11 2 82 50 17 0 724 723 722 09612724758 09972299169
10519 73000 204E-03 167E-05 7441845 60883 626 680 11 2 88 50 17 0 734 733 732 09618008186 09972677596
10529 74000 201E-03 165E-05 7441845 60883 636 690 11 2 88 50 17 0 744 743 742 09623149394 09973045822
10539 75000 198E-03 162E-05 7441917 60883 639 700 11 2 96 50 17 0 754 753 752 0962815405 09973404255
10549 76000 221E-03 160E-05 8389029 60883 639 710 11 2 95 50 28 0 764 763 762 09488859764 09973753281
10559 77000 219E-03 158E-05 8418363 60883 639 720 11 2 95 50 38 0 774 773 772 0936610608 09974093264
10609 78000 216E-03 156E-05 8418429 60883 642 730 11 2 104 50 36 0 784 783 782 09399744572 09974424552
10619 79000 213E-03 154E-05 8418533 60883 646 740 11 2 110 50 36 0 794 793 792 09407313997 09974747475
10629 80000 210E-03 152E-05 8418625 60883 651 750 11 2 115 50 36 0 804 803 802 09414694894 09975062344
10639 81000 208E-03 150E-05 8418649 60883 659 760 11 2 116 50 36 0 814 813 812 09421894219 09975369458
10649 82000 205E-03 149E-05 8418769 60889 667 769 11 2 118 51 36 0 824 823 822 09428918591 099756691
10659 83000 203E-03 147E-05 8418795 60889 674 779 11 2 121 51 36 0 834 833 832 0943577431 09975961538
10709 84000 200E-03 145E-05 8418867 60889 677 789 11 2 128 51 36 0 844 843 842 09442467378 09976247031
10719 85000 198E-03 143E-05 8418937 60889 680 799 11 2 136 51 36 0 854 853 852 09449003517 09976525822
10729 86000 196E-03 142E-05 8418941 60889 689 809 11 2 137 51 36 0 864 863 862 09455388181 09976798144
10739 87000 193E-03 140E-05 8419891 60889 692 819 11 2 144 51 36 0 874 873 872 09461626575 0997706422
10749 88000 191E-03 138E-05 8423291 60889 692 829 11 2 154 51 36 0 884 883 882 09467723669 09977324263
10759 89000 189E-03 137E-05 8423751 60889 693 839 11 2 163 51 36 0 894 893 892 09473684211 09977578475
10809 90000 187E-03 135E-05 8424419 60889 694 849 11 2 172 51 36 0 904 903 902 09479512735 09977827051
10819 91000 185E-03 134E-05 8425325 60889 694 859 11 2 182 51 36 0 914 913 912 09485213582 09978070175
10829 92000 183E-03 132E-05 8426223 60889 694 869 11 2 192 51 36 0 924 923 922 09490790899 09978308026
10839 93000 181E-03 131E-05 8426561 60889 695 879 11 2 201 51 36 0 934 933 932 0949624866 09978540773
10849 94000 179E-03 130E-05 8427649 60889 696 889 11 2 210 51 36 0 944 943 942 09501590668 09978768577
10859 95000 177E-03 128E-05 8428241 60889 698 899 11 2 218 51 36 0 954 953 952 09506820567 09978991597
10909 96000 176E-03 127E-05 8428341 60889 699 909 11 2 227 51 36 0 964 963 962 09511941848 09979209979
10919 97000 174E-03 126E-05 8428421 60889 702 919 11 2 234 51 36 0 974 973 972 09516957862 09979423868
10929 98000 172E-03 124E-05 8428491 60889 707 929 11 2 239 51 36 0 984 983 982 09521871821 09979633401
10939 99000 170E-03 123E-05 8428529 60889 713 939 11 2 242 51 36 0 994 993 992 09526686808 0997983871
10949 100000 168E-03 122E-05 8428561 60889 721 949 11 2 244 51 36 0 1004 1003 1002 09531405783 0998003992
10959 101000 167E-03 121E-05 8428627 60889 727 959 11 2 248 51 36 0 1014 1013 1012 09536031589 09980237154
11009 102000 165E-03 119E-05 8428717 60889 731 969 11 2 254 51 36 0 1024 1023 1022 0954056696 09980430528
11019 103000 164E-03 118E-05 8428747 60889 738 979 11 2 257 51 36 0 1034 1033 1032 09545014521 09980620155
11029 104000 162E-03 117E-05 8428751 60889 746 989 11 2 259 51 36 0 1044 1043 1042 09549376798 09980806142
11039 105000 160E-03 116E-05 8429441 60889 747 999 11 2 269 51 36 0 1054 1053 1052 0955365622 09980988593
11049 106000 159E-03 115E-05 8431061 60889 747 1009 11 2 279 51 36 0 1064 1063 1062 09557855127 09981167608
11059 107000 158E-03 114E-05 8432865 60889 747 1019 11 2 289 51 36 0 1074 1073 1072 09561975769 09981343284
11109 108000 156E-03 113E-05 8435265 60889 747 1029 11 2 299 51 36 0 1084 1083 1082 09566020314 09981515712
11119 109000 155E-03 112E-05 8436525 60889 747 1039 11 2 309 51 36 0 1094 1093 1092 09569990851 09981684982
11129 110000 153E-03 111E-05 8436565 60889 753 1049 11 2 312 51 36 0 1104 1103 1102 09573889393 0998185118
11139 111000 152E-03 110E-05 8436633 60889 755 1059 11 2 321 51 36 0 1114 1113 1112 0957771788 09982014388
11149 112000 151E-03 109E-05 8437273 60889 755 1069 11 2 331 51 36 0 1124 1123 1122 09581478183 09982174688
11159 113000 183E-03 108E-05 10546482 60889 755 1079 11 2 330 51 47 0 1134 1133 1132 09488084731 09982332155
11209 114000 202E-03 107E-05 11523904 60889 755 1089 11 2 330 51 57 0 1144 1143 1142 09405074366 09982486865
11219 115000 211E-03 106E-05 12122006 60889 755 1099 11 2 330 51 67 0 1154 1153 1152 09323503903 09982638889
11229 116000 222E-03 105E-05 12902569 60889 755 1109 11 2 330 51 77 0 1164 1163 1162 09243336199 09982788296
11239 117000 221E-03 104E-05 12905622 60889 755 1119 11 2 340 51 77 0 1174 1173 1172 09249786871 09982935154
11249 118000 219E-03 103E-05 12906068 60889 755 1129 11 2 350 51 77 0 1184 1183 1182 09256128487 09983079526
11259 119000 217E-03 102E-05 12906196 60889 758 1139 11 2 357 51 77 0 1194 1193 1193 09262363789 09983235541
11309 120000 215E-03 101E-05 12906246 60889 763 1149 11 2 361 51 77 0 1204 1203 1202 09268495428 09983361065
11319 121000 213E-03 101E-05 12906262 60889 770 1159 11 2 365 51 77 0 1214 1213 1212 09274525969 0998349835
11329 122000 211E-03 998E-06 12906272 60889 777 1169 11 2 367 51 77 0 1224 1223 1222 0928045789 09983633388
11339 123000 210E-03 990E-06 12906286 60889 785 1179 11 2 369 51 77 0 1234 1233 1232 09286293593 09983766234
11349 124000 208E-03 982E-06 12906302 60889 794 1189 11 2 370 51 77 0 1244 1243 1242 09292035398 0998389694
11359 125000 206E-03 974E-06 12906332 60889 801 1199 11 2 373 51 77 0 1254 1253 1252 09297685555 09984025559
11409 126000 205E-03 967E-06 12906356 60889 809 1209 11 2 376 51 77 0 1264 1263 1262 09303246239 09984152139
11419 127000 203E-03 959E-06 12906388 60889 814 1219 11 2 381 51 77 0 1274 1273 1272 0930871956 0998427673
11429 128000 202E-03 951E-06 12906452 60889 815 1229 11 2 390 51 77 0 1284 1283 1282 0931410756 09984399376
11439 129000 200E-03 944E-06 12907164 60889 821 1239 11 2 394 51 77 0 1294 1293 1292 0931941222 09984520124
11449 130000 198E-03 937E-06 12907196 60889 826 1249 11 2 398 51 77 0 1304 1303 1302 09324635457 09984639017
11459 131000 197E-03 930E-06 12907216 60889 832 1259 11 2 402 51 77 0 1314 1313 1312 09329779132 09984756098
11509 132000 195E-03 923E-06 12907256 60889 837 1269 11 2 407 51 77 0 1324 1323 1322 09334845049 09984871407
11519 133000 194E-03 916E-06 12907300 60889 842 1279 11 2 413 51 77 0 1334 1333 1332 09339834959 09984984985
11529 134000 193E-03 909E-06 12907446 60889 842 1289 11 2 423 51 77 0 1344 1343 1342 09344750558 0998509687
11539 135000 191E-03 902E-06 12907500 60889 844 1299 11 2 431 51 77 0 1354 1353 1352 09349593496 09985207101
11549 136000 190E-03 895E-06 12907802 60889 844 1309 11 2 441 51 77 0 1364 1363 1362 09354365371 09985315712
11559 137000 188E-03 889E-06 12907944 60889 844 1319 11 2 451 51 77 0 1374 1373 1372 09359067735 09985422741
11609 138000 187E-03 882E-06 12907984 60889 847 1329 11 2 457 51 77 0 1384 1383 1382 09363702097 0998552822
11619 139000 186E-03 876E-06 12908002 60889 854 1339 11 2 461 51 77 0 1394 1393 1392 09368269921 09985632184
11629 140000 184E-03 870E-06 12908050 60889 858 1349 11 2 467 51 77 0 1404 1403 1402 0937277263 09985734665
11639 141000 183E-03 864E-06 12915334 60889 858 1359 11 2 477 51 77 0 1414 1413 1412 09377211607 09985835694
11649 142000 182E-03 858E-06 12915890 60889 858 1369 11 2 487 51 77 0 1424 1423 1422 09381588194 09985935302
11659 143000 181E-03 852E-06 12916062 60889 858 1379 11 2 496 51 77 0 1434 1433 1432 09385903699 0998603352
11709 144000 179E-03 846E-06 12916368 60889 860 1389 11 2 505 51 77 0 1444 1443 1442 0939015939 09986130374
11719 145000 178E-03 840E-06 12917424 60889 860 1399 11 2 515 51 77 0 1454 1453 1452 09394356504 09986225895
11729 146000 177E-03 834E-06 12917612 60889 860 1409 11 2 525 51 77 0 1464 1463 1462 09398496241 09986320109
11739 147000 176E-03 828E-06 12919282 60889 860 1419 11 2 535 51 77 0 1474 1473 1472 09402579769 09986413043
11749 148000 175E-03 823E-06 12919502 60889 861 1429 11 2 544 51 77 0 1484 1483 1482 09406608227 09986504723
11759 149000 173E-03 817E-06 12920094 60889 862 1439 11 2 553 51 77 0 1494 1493 1492 09410582719 09986595174
11809 150000 172E-03 812E-06 12920542 60889 862 1449 11 2 563 51 77 0 1504 1503 1502 09414504325 09986684421
11819 151000 171E-03 807E-06 12921018 60889 862 1459 11 2 573 51 77 0 1514 1513 1512 09418374091 09986772487
11829 152000 170E-03 801E-06 12921360 60889 862 1469 11 2 583 51 77 0 1524 1523 1522 0942219304 09986859396
11839 153000 169E-03 796E-06 12950485 60889 862 1479 13 2 593 51 77 0 1534 1533 1532 09412915851 0998694517
11849 154000 168E-03 791E-06 12953417 60889 862 1489 13 2 603 51 77 0 1544 1543 1542 09416720674 09987029831
11859 155000 167E-03 786E-06 12955543 60889 862 1499 13 2 613 51 77 0 1554 1553 1552 09420476497 09987113402
11909 156000 166E-03 781E-06 12955837 60889 863 1509 13 2 622 51 77 0 1564 1563 1562 09424184261 09987195903
11919 157000 165E-03 776E-06 12958545 60917 863 1517 13 2 632 53 77 0 1574 1573 1572 09427844882 09987277354
11929 158000 164E-03 771E-06 12958685 60917 866 1527 13 2 639 53 77 0 1584 1583 1582 09431459255 09987357775
11939 159000 163E-03 766E-06 12961813 60917 866 1537 13 2 649 53 77 0 1594 1593 1592 09435028249 09987437186
11949 160000 162E-03 761E-06 12964137 60917 866 1547 13 2 659 53 77 0 1604 1603 1602 09438552714 09987515605
11959 161000 161E-03 757E-06 12965119 60917 866 1557 13 2 669 53 77 0 1614 1613 1612 09442033478 09987593052
12009 162000 160E-03 752E-06 12965901 60917 866 1567 13 2 679 53 77 0 1624 1623 1622 09445471349 09987669544
12019 163000 159E-03 747E-06 12966433 60917 867 1577 13 2 688 53 77 0 1634 1633 1632 09448867116 09987745098
12029 164000 158E-03 743E-06 12968037 60917 867 1587 13 2 698 53 77 0 1644 1643 1642 09452221546 09987819732
12039 165000 157E-03 738E-06 12968811 60917 867 1597 13 2 708 53 77 0 1654 1653 1652 0945553539 09987893462
12049 166000 156E-03 734E-06 12969943 60917 867 1607 13 2 718 53 77 0 1664 1663 1662 09458809381 09987966306
12059 167000 155E-03 730E-06 12970133 60917 867 1617 13 2 728 53 77 0 1674 1673 1672 09462044232 09988038278
12109 168000 154E-03 725E-06 12970893 60917 867 1627 13 2 738 53 77 0 1684 1683 1682 09465240642 09988109394
12119 169000 153E-03 721E-06 12972463 60917 867 1637 13 2 748 53 77 0 1694 1693 1692 09468399291 09988179669
12129 170000 153E-03 717E-06 12973469 60917 867 1647 13 2 758 53 77 0 1704 1703 1702 09471520846 09988249119
12139 171000 152E-03 713E-06 12974725 60917 867 1657 13 2 768 53 77 0 1714 1713 1712 09474605954 09988317757
12149 172000 151E-03 708E-06 12977483 60917 867 1667 13 2 778 53 77 0 1724 1723 1722 09477655252 09988385598
12159 173000 150E-03 704E-06 12988390 60917 867 1677 14 2 788 53 77 0 1734 1733 1732 09474899019 09988452656
12209 174000 149E-03 700E-06 12992040 60917 867 1687 14 2 798 53 77 0 1744 1743 1742 09477911647 09988518944
12219 175000 148E-03 696E-06 12993836 60917 867 1697 14 2 808 53 77 0 1754 1753 1752 09480889903 09988584475
12229 176000 148E-03 692E-06 12995140 60917 867 1707 14 2 818 53 77 0 1764 1763 1762 09483834373 09988649262
12239 177000 147E-03 688E-06 12997858 60917 867 1717 14 2 828 53 77 0 1774 1773 1772 09486745629 09988713318
12249 178000 146E-03 684E-06 13000280 60917 867 1727 14 2 838 53 77 0 1784 1783 1782 09489624229 09988776655
12259 179000 145E-03 681E-06 13000986 60917 867 1737 14 2 848 53 77 0 1794 1793 1792 09492470719 09988839286
12309 180000 144E-03 677E-06 13006560 60917 867 1747 14 2 858 53 77 0 1804 1803 1802 09495285635 09988901221
12319 181000 144E-03 673E-06 13009966 60917 867 1757 14 2 868 53 77 0 1814 1813 1812 09498069498 09988962472
12329 182000 143E-03 669E-06 13013370 60917 867 1767 14 2 878 53 77 0 1824 1823 1822 0950082282 09989023052
12339 183000 142E-03 666E-06 13019200 60917 867 1777 14 2 888 53 77 0 1834 1833 1832 09503546099 09989082969
12349 184000 142E-03 662E-06 13022478 60917 867 1787 14 2 898 53 77 0 1844 1843 1842 09506239826 09989142237
12359 185000 141E-03 659E-06 13026006 60917 867 1797 14 2 908 53 77 0 1854 1853 1852 09508904479 09989200864
12409 186000 140E-03 655E-06 13028008 60917 867 1807 14 2 918 53 77 0 1864 1863 1862 09511540526 09989258861
12419 187000 139E-03 652E-06 13031052 60917 867 1817 14 2 928 53 77 0 1874 1873 1872 09514148425 09989316239
12429 188000 139E-03 648E-06 13035850 60917 867 1827 14 2 938 53 77 0 1884 1883 1882 09516728625 09989373007
12439 189000 138E-03 645E-06 13054558 60917 867 1837 15 2 948 53 77 0 1894 1893 1892 09513998943 09989429175
12449 190000 138E-03 641E-06 13070358 60917 867 1847 15 2 958 53 77 0 1904 1903 1902 09516552811 09989484753
12459 191000 137E-03 638E-06 13076908 60917 867 1857 15 2 968 53 77 0 1914 1913 1912 09519079979 09989539749
12509 192000 136E-03 635E-06 13078830 60917 867 1867 15 2 978 53 77 0 1924 1923 1922 09521580863 09989594173
12519 193000 136E-03 631E-06 13080042 60917 867 1877 15 2 988 53 77 0 1934 1933 1932 09524055872 09989648033
12529 194000 135E-03 628E-06 13082014 60917 867 1887 15 2 998 53 77 0 1944 1943 1942 09526505404 09989701339
12539 195000 134E-03 625E-06 13082710 60919 867 1896 15 2 1008 54 77 0 1954 1953 1952 09528929852 09989754098
12549 196000 133E-03 622E-06 13084412 60919 867 1906 15 2 1018 54 77 0 1964 1963 1962 09531329598 0998980632
12559 197000 133E-03 619E-06 13094909 60929 867 1913 16 2 1028 57 77 0 1974 1973 1972 09528636594 09989858012
12609 198000 133E-03 615E-06 13165973 60931 867 1922 21 2 1038 58 77 0 1984 1983 1982 09505799294 09989909183
12619 199000 150E-03 612E-06 15925826 60939 867 1929 28 2 1048 61 77 0 1994 1993 1992 09473156046 09989959839
12629 200000 212E-03 609E-06 21779923 60947 867 1936 23 2 1042 64 93 0 2004 2003 2002 09420868697 0999000999
12639 201000 323E-03 607E-06 32657370 60965 867 1941 23 2 1042 70 103 0 2014 2013 2012 09374068554 09990059642
12649 202000 454E-03 604E-06 45898031 61053 867 1944 23 2 1042 77 113 0 2024 2023 2022 09327731092 09990108803
12659 203000 452E-03 603E-06 45904033 61223 867 1945 23 2 1053 86 112 0 2034 2033 2032 09335956714 0999015748
12709 204000 486E-03 603E-06 49793500 61471 867 1945 29 2 1063 96 112 0 2044 2043 2043 09309838473 09990210475
12719 205000 662E-03 601E-06 69086529 61639 867 1945 23 2 1056 106 129 0 2054 2053 2052 09259620068 09990253411
12729 206000 901E-03 600E-06 93851104 61827 867 1945 23 2 1056 116 139 0 2064 2063 2062 09214735822 09990300679
12739 207000 114E-02 600E-06 118870561 62105 867 1945 23 2 1056 126 149 0 2074 2073 2072 09170284612 0999034749
12749 208000 137E-02 609E-06 143968305 63907 867 1945 23 2 1056 136 159 0 2084 2083 2082 09126260202 09990393852
12759 209000 161E-02 204E-05 168991872 215373 867 1945 23 11 1056 146 169 0 2094 2093 2093 09082656474 0994744386
12809 210000 184E-02 236E-05 193965216 249045 867 1945 23 13 1056 156 179 0 2104 2103 2102 09039467427 09938154139
12819 211000 206E-02 259E-05 218989101 276945 867 1945 23 16 1056 166 189 0 2114 2113 2113
12829 212000 229E-02 150E-03 243962303 17010756 867 1945 23 13 1056 163 199 14 2124 2123 2122
12839 213000 251E-02 379E-03 268810939 41387129 867 1945 23 13 1056 163 209 23 2134 2133 2132
12849 214000 274E-02 612E-03 293983858 66553166 867 1945 23 13 1056 163 219 34 2144 2143 2142
12859 215000 296E-02 839E-03 318932313 91502733 867 1945 23 13 1056 163 229 44 2154 2153 2153
12909 216000 317E-02 891E-03 343805753 96245442 867 1945 23 13 1056 163 239 53 2164 2163 2162
12919 217000 339E-02 894E-03 368754298 96987496 867 1945 23 13 1056 163 249 63 2174 2173 2172
12929 218000 360E-02 894E-03 393802939 97498851 867 1945 23 13 1056 163 259 73 2184 2183 2182
0 0
10 10
20 20
30 30
40 40
50 50
60 60
70 70
80 80
90 90
100 100
110 110
120 120
130 130
140 140
150 150
160 160
170 170
180 180
190 190
200 200
210 210
220 220
230 230
240 240
250 250
260 260
270 270
280 280
290 290
300 300
310 310
320 320
330 330
340 340
350 350
360 360
370 370
380 380
390 390
400 400
410 410
420 420
430 430
440 440
450 450
460 460
470 470
480 480
490 490
500 500
510 510
520 520
530 530
540 540
550 550
560 560
570 570
580 580
590 590
600 600
610 610
620 620
630 630
640 640
650 650
660 660
670 670
680 680
690 690
700 700
710 710
720 720
730 730
740 740
750 750
760 760
770 770
780 780
790 790
800 800
810 810
820 820
830 830
840 840
850 850
860 860
870 870
880 880
890 890
900 900
910 910
920 920
930 930
940 940
950 950
960 960
970 970
980 980
990 990
1000 1000
1010 1010
1020 1020
1030 1030
1040 1040
1050 1050
1060 1060
1070 1070
1080 1080
1090 1090
1100 1100
1110 1110
1120 1120
1130 1130
1140 1140
1150 1150
1160 1160
1170 1170
1180 1180
1190 1190
1200 1200
1210 1210
1220 1220
1230 1230
1240 1240
1250 1250
1260 1260
1270 1270
1280 1280
1290 1290
1300 1300
1310 1310
1320 1320
1330 1330
1340 1340
1350 1350
1360 1360
1370 1370
1380 1380
1390 1390
1400 1400
1410 1410
1420 1420
1430 1430
1440 1440
1450 1450
1460 1460
1470 1470
1480 1480
1490 1490
1500 1500
1510 1510
1520 1520
1530 1530
1540 1540
1550 1550
1560 1560
1570 1570
1580 1580
1590 1590
1600 1600
1610 1610
1620 1620
1630 1630
1640 1640
1650 1650
1660 1660
1670 1670
1680 1680
1690 1690
1700 1700
1710 1710
1720 1720
1730 1730
1740 1740
1750 1750
1760 1760
1770 1770
1780 1780
1790 1790
1800 1800
1810 1810
1820 1820
1830 1830
1840 1840
1850 1850
1860 1860
1870 1870
1880 1880
1890 1890
1900 1900
1910 1910
1920 1920
1930 1930
1940 1940
1950 1950
1960 1960
1970 1970
1980 1980
1990 1990
2000 2000
2010 2010
2020 2020
2030 2030
2040 2040
2050 2050
2060 2060
2070 2070
2080 2080
2090 2090
2100 2100
2110 2110
2120 2120
2130 2130
2140 2140
2150 2150
2160 2160
2170 2170
2180 2180
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0036912963 0036912963 0036912963
00370288194 00370288194 00370288194
00371444444 00371444444 00371444444
00372601852 00372601852 00372601852
00373759259 00373759259 00373759259
00374916667 00374916667 00374916667
00376074074 00376074074 00376074074
00377231481 00377231481 00377231481
00378390046 00378390046 00378390046
00379546296 00379546296 00379546296
00380704861 00380704861 00380704861
00381861111 00381861111 00381861111
00383018519 00383018519 00383018519
00384175926 00384175926 00384175926
00385333333 00385333333 00385333333
00386490741 00386490741 00386490741
00387648148 00387648148 00387648148
00388806713 00388806713 00388806713
00389962963 00389962963 00389962963
0039112037 0039112037 0039112037
00392277778 00392277778 00392277778
00393435185 00393435185 00393435185
00394592593 00394592593 00394592593
0039575 0039575 0039575
00396907407 00396907407 00396907407
00398064815 00398064815 00398064815
0039922338 0039922338 0039922338
0040037963 0040037963 0040037963
00401537037 00401537037 00401537037
00402694444 00402694444 00402694444
00403851852 00403851852 00403851852
00405009259 00405009259 00405009259
00406166667 00406166667 00406166667
00407325231 00407325231 00407325231
00408481481 00408481481 00408481481
00409638889 00409638889 00409638889
00410796296 00410796296 00410796296
00411953704 00411953704 00411953704
00413112269 00413112269 00413112269
00414268519 00414268519 00414268519
00415427083 00415427083 00415427083
00416583333 00416583333 00416583333
00417741898 00417741898 00417741898
00418898148 00418898148 00418898148
00420055556 00420055556 00420055556
00421212963 00421212963 00421212963
0042237037 0042237037 0042237037
00423528935 00423528935 00423528935
00424685185 00424685185 00424685185
0042584375 0042584375 0042584375
00427 00427 00427
00428157407 00428157407 00428157407
00429314815 00429314815 00429314815
00430472222 00430472222 00430472222
0043162963 0043162963 0043162963
00432787037 00432787037 00432787037
00433945602 00433945602 00433945602
00435101852 00435101852 00435101852
00436260417 00436260417 00436260417
00437416667 00437416667 00437416667
00438574074 00438574074 00438574074
00439731481 00439731481 00439731481
00440888889 00440888889 00440888889
00442046296 00442046296 00442046296
00443203704 00443203704 00443203704
00444362269 00444362269 00444362269
00445518519 00445518519 00445518519
00446675926 00446675926 00446675926
00447833333 00447833333 00447833333
00448990741 00448990741 00448990741
00450148148 00450148148 00450148148
00451305556 00451305556 00451305556
0045246412 0045246412 0045246412
0045362037 0045362037 0045362037
00454778935 00454778935 00454778935
00455935185 00455935185 00455935185
00457092593 00457092593 00457092593
0045825 0045825 0045825
00459407407 00459407407 00459407407
00460565972 00460565972 00460565972
00461722222 00461722222 00461722222
00462880787 00462880787 00462880787
00464037037 00464037037 00464037037
00465195602 00465195602 00465195602
00466351852 00466351852 00466351852
00467509259 00467509259 00467509259
00468667824 00468667824 00468667824
00469824074 00469824074 00469824074
00470982639 00470982639 00470982639
00472138889 00472138889 00472138889
00473297454 00473297454 00473297454
00474453704 00474453704 00474453704
00475611111 00475611111 00475611111
00476768519 00476768519 00476768519
00477925926 00477925926 00477925926
00479084491 00479084491 00479084491
00480240741 00480240741 00480240741
00481399306 00481399306 00481399306
00482555556 00482555556 00482555556
0048371412 0048371412 0048371412
0048487037 0048487037 0048487037
00486027778 00486027778 00486027778
00487186343 00487186343 00487186343
00488342593 00488342593 00488342593
00489501157 00489501157 00489501157
00490657407 00490657407 00490657407
00491815972 00491815972 00491815972
00492972222 00492972222 00492972222
0049412963 0049412963 0049412963
00495287037 00495287037 00495287037
00496444444 00496444444 00496444444
00497603009 00497603009 00497603009
00498759259 00498759259 00498759259
00499917824 00499917824 00499917824
00501074074 00501074074 00501074074
00502232639 00502232639 00502232639
00503388889 00503388889 00503388889
00504546296 00504546296 00504546296
00505704861 00505704861 00505704861
00506861111 00506861111 00506861111
00508019676 00508019676 00508019676
00509175926 00509175926 00509175926
00510334491 00510334491 00510334491
00511490741 00511490741 00511490741
00512648148 00512648148 00512648148
00513806713 00513806713 00513806713
00514962963 00514962963 00514962963
00516121528 00516121528 00516121528
00517277778 00517277778 00517277778
00518436343 00518436343 00518436343
00519592593 00519592593 00519592593
00520751157 00520751157 00520751157
00521907407 00521907407 00521907407
00523064815 00523064815 00523064815
00524222222 00524222222 00524222222
0052537963 0052537963 0052537963
00526538194 00526538194 00526538194
00527694444 00527694444 00527694444
00528853009 00528853009 00528853009
00530009259 00530009259 00530009259
00531166667 00531166667 00531166667
00532324074 00532324074 00532324074
00533481481 00533481481 00533481481
00534640046 00534640046 00534640046
00535796296 00535796296 00535796296
00536954861 00536954861 00536954861
00538111111 00538111111 00538111111
00539269676 00539269676 00539269676
00540425926 00540425926 00540425926
00541583333 00541583333 00541583333
00542741898 00542741898 00542741898
00543898148 00543898148 00543898148
00545056713 00545056713 00545056713
00546212963 00546212963 00546212963
00547371528 00547371528 00547371528
00548527778 00548527778 00548527778
00549685185 00549685185 00549685185
00550842593 00550842593 00550842593
00552 00552 00552
00553158565 00553158565 00553158565
00554314815 00554314815 00554314815
0055547338 0055547338 0055547338
0055662963 0055662963 0055662963
00557788194 00557788194 00557788194
00558944444 00558944444 00558944444
00560101852 00560101852 00560101852
00561260417 00561260417 00561260417
00562416667 00562416667 00562416667
00563575231 00563575231 00563575231
00564731481 00564731481 00564731481
00565890046 00565890046 00565890046
00567046296 00567046296 00567046296
00568203704 00568203704 00568203704
00569361111 00569361111 00569361111
00570518519 00570518519 00570518519
00571677083 00571677083 00571677083
00572833333 00572833333 00572833333
00573991898 00573991898 00573991898
00575148148 00575148148 00575148148
00576306713 00576306713 00576306713
00577462963 00577462963 00577462963
0057862037 0057862037 0057862037
00579777778 00579777778 00579777778
00580935185 00580935185 00580935185
0058209375 0058209375 0058209375
0058325 0058325 0058325
00584408565 00584408565 00584408565
00585564815 00585564815 00585564815
00586722222 00586722222 00586722222
00587880787 00587880787 00587880787
00589037037 00589037037 00589037037
00590195602 00590195602 00590195602
00591351852 00591351852 00591351852
00592510417 00592510417 00592510417
00593666667 00593666667 00593666667
00594825231 00594825231 00594825231
00595981481 00595981481 00595981481
00597138889 00597138889 00597138889
00598297454 00598297454 00598297454
00599453704 00599453704 00599453704
00600612269 00600612269 00600612269
00601768519 00601768519 00601768519
00602927083 00602927083 00602927083
00604083333 00604083333 00604083333
00605240741 00605240741 00605240741
00606399306 00606399306 00606399306
00607555556 00607555556 00607555556
0060871412 0060871412 0060871412
0060987037 0060987037 0060987037
00611028935 00611028935 00611028935
00612185185 00612185185 00612185185
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0061334375 0061334375
006145 006145
00615657407 00615657407
00616815972 00616815972
00617972222 00617972222
00619130787 00619130787
00620287037 00620287037
00621445602 00621445602
0036912963
00370288194
00371444444
00372601852
00373759259
00374916667
00376074074
00377231481
00378390046
00379546296
00380704861
00381861111
00383018519
00384175926
00385333333
00386490741
00387648148
00388806713
00389962963
0039112037
00392277778
00393435185
00394592593
0039575
00396907407
00398064815
0039922338
0040037963
00401537037
00402694444
00403851852
00405009259
00406166667
00407325231
00408481481
00409638889
00410796296
00411953704
00413112269
00414268519
00415427083
00416583333
00417741898
00418898148
00420055556
00421212963
0042237037
00423528935
00424685185
0042584375
00427
00428157407
00429314815
00430472222
0043162963
00432787037
00433945602
00435101852
00436260417
00437416667
00438574074
00439731481
00440888889
00442046296
00443203704
00444362269
00445518519
00446675926
00447833333
00448990741
00450148148
00451305556
0045246412
0045362037
00454778935
00455935185
00457092593
0045825
00459407407
00460565972
00461722222
00462880787
00464037037
00465195602
00466351852
00467509259
00468667824
00469824074
00470982639
00472138889
00473297454
00474453704
00475611111
00476768519
00477925926
00479084491
00480240741
00481399306
00482555556
0048371412
0048487037
00486027778
00487186343
00488342593
00489501157
00490657407
00491815972
00492972222
0049412963
00495287037
00496444444
00497603009
00498759259
00499917824
00501074074
00502232639
00503388889
00504546296
00505704861
00506861111
00508019676
00509175926
00510334491
00511490741
00512648148
00513806713
00514962963
00516121528
00517277778
00518436343
00519592593
00520751157
00521907407
00523064815
00524222222
0052537963
00526538194
00527694444
00528853009
00530009259
00531166667
00532324074
00533481481
00534640046
00535796296
00536954861
00538111111
00539269676
00540425926
00541583333
00542741898
00543898148
00545056713
00546212963
00547371528
00548527778
00549685185
00550842593
00552
00553158565
00554314815
0055547338
0055662963
00557788194
00558944444
00560101852
00561260417
00562416667
00563575231
00564731481
00565890046
00567046296
00568203704
00569361111
00570518519
00571677083
00572833333
00573991898
00575148148
00576306713
00577462963
0057862037
00579777778
00580935185
0058209375
0058325
00584408565
00585564815
00586722222
00587880787
00589037037
00590195602
00591351852
00592510417
00593666667
00594825231
00595981481
00597138889
00598297454
00599453704
00600612269
00601768519
00602927083
00604083333
00605240741
00606399306
00607555556
0060871412
0060987037
00611028935
00612185185
Page 6: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered

Data Quality Metric (DQM)

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom7

How to Assess Data Quality Measured BER is not practical

Requires known data in the stream ndash not possible with encryption Takes a long time to measure low BERs

Bit error probability (BEP) howeverhellip Does not require any known data Can be determined quickly and accurately from demodulator statistics Is an unbiased quality metric regardless of channel impairments When calibrated per a standardized procedure DQM based on BEP allows DQE

from multiple vendors to interoperate

Each vendor can use their own algorithm for developing BEP DQM is calculated directly from BEP

Use of Likelihood Ratio leads to maximum likelihood BSS algorithms Converted to 16-bit integer on log scale

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom8

Definition of DQM Start with BEP derived within demod Likelihood Ratio (LR) = (1 - BEP) BEP DQM = min (round (log10 (LR) 12 (2^16)) 2^16 -1)

16-bit unsigned integer ranges from 0 to 65535

Easily reversed LR = 10^(-12 DQM 2^16) BEP = 1 (1 + LR)

Define ldquoQrdquo as the ldquoUserrsquos DQMrdquo Q = 12 DQM 65535 Represents the exponent of 10 in the BEP Examples

Q = 3 BEP = 1e-3 Q = 7 BEP = 1e-7

Arbitrarily cap Q at ldquoa perfect 10rdquo

BEP LR DQM Q05 100 0 000

1E-01 111111E-01 5211 0951E-02 101010E-02 10899 2001E-03 100100E-03 16382 3001E-04 100010E-04 21845 4001E-05 100001E-05 27307 5001E-06 100000E-06 32768 6001E-07 100000E-07 38229 7001E-08 100000E-08 43691 8001E-09 100000E-09 49152 9001E-10 100000E-10 54613 10001E-11 100000E-11 60075 10001E-12 100000E-12 65535 1000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom9

DQE Format

Header 16-bit sync pattern (0xFAC4)

MSB first 1111101011000100 8-bit reserved word potentially for packet header version number (currently 0) 8-bit reserved word potentially for source ID tag (currently 0) 16-bit DQM

Payload data User selectable length (128 le N le 16536) Defaults to 4096

16-bitSync

Pattern 8-bi

tW

ord 16-bitDQM N bits of payload data (128 le N le 16536)8-

bit

Wor

d

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom10

Calibration of DQM Calibrate DQM under various channel impairments

AWGN ndash static level AWGN ndash dynamic level (step response) Dropouts In-band and adjacent channel interference Phase noise Timing jitter Static multipath

Test procedures are being developed to evaluate accuracy of DQM Targeted for inclusion in IRIG 118

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom11

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom12

DQM Calibration in AWGN Required as a baseline for all other tests

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom13

DQM Step Response Assesses timeliness of DQM values UUT stays synchronized during test

One block at each step is a blend of the two states

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom14

DQM Fade Recovery Includes UUT synchronization time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom15

DQM Interference Test Interference is not AWGN but it causes bit errors

Diversity Combining

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom17

Maximal Ratio Combining Many telemetry systems utilize diversity reception

Frequency separation using two transmitter Orthogonal polarizations using cross-polarized antenna feeds

Combining two (or more) copies of the same signal Diversity combining Creates a third signal to be demodulated BER performance of third signal is better than either of the individual signals

Special case ndash the leading use of diversity Linearly polarized transmit antenna on test article ndash could be at any orientation Left-hand and right-hand circularly polarized receive antennas Each receive antenna loses half the transmit power Diversity combiner puts it all back together eliminating the polarization loss Frequency diversity works the same way but uses twice the bandwidth

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom18

Maximal Ratio Combining

Weight each signal in proportion to its SNR and add Yields optimum SNR on combined channel in AWGN SNRcombined = SNRa + SNRb

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom19

Maximal Ratio Combining

Jump to file diversity-combiner-videomp4 Or click to view on our website Combining Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom20

BER Results - Fading Signals

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom21

Measured Combiner BER - Tier 0

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom22

Measured Combiner BER - Tier I

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom23

Measured Combiner BER - Tier II

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom24

Combiner Summary Receive-side processing

No transmitter impact

Phase aligns the signals Forms weighted sum of two inputs SNR of the weighted sum is at least as high as the better signal May be as much as 3 dB higher (equal input case) Conventional combiner design assumes signals are time-aligned

Performance falls off rapidly with increasing time skew Combiner will probably fail altogether at plusmn frac12 bit time skew

Some combiners do both phase alignment and time alignment Supports operation with spatially separated antennas

If you have access to two copies of the signal use them

Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom26

Telemetry Channels are Bursty

Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude

00E+00

50E+06

10E+07

15E+07

20E+07

25E+07

0 500 1000 1500 2000 2500

Elapsed Time - Seconds

Bit

Erro

rs

ERR NDERR DBS

Figure from Robert Jefferis Tybrin Edwards AFB Reprinted by permission of the author

In a typical flight test the vast majority of bit errors occur at dropouts

Chart3 (2)

LA DBS
1
1
1
096875
09761904762
09807692308
09838709677
09861111111
0987804878
09891304348
09901960784
09910714286
09918032787
09924242424
09929577465
09934210526
09938271605
09941860465
09945054945
09947916667
0995049505
09952830189
09954954955
09956896552
09958677686
0996031746
09961832061
09963235294
09964539007
09965753425
09966887417
09967948718
09968944099
09969879518
09970760234
09971590909
09972375691
0997311828
0997382199
09974489796
09975124378
09975728155
09976303318
09976851852
09977375566
09977876106
09956709957
09957627119
09958506224
09959349593
09960159363
099609375
09961685824
09962406015
09963099631
09963768116
09964412811
09965034965
09965635739
09966216216
09966777409
09967320261
09967845659
0996835443
09968847352
09969325153
0996978852
09970238095
09970674487
09971098266
09971509972
09971910112
09972299169
09972677596
09973045822
09973404255
09973753281
09974093264
09974424552
09974747475
09975062344
09975369458
099756691
09975961538
09976247031
09976525822
09976798144
0997706422
09977324263
09977578475
09977827051
09978070175
09978308026
09978540773
09978768577
09978991597
09979209979
09979423868
09979633401
0997983871
0998003992
09980237154
09980430528
09980620155
09980806142
09980988593
09981167608
09981343284
09981515712
09981684982
0998185118
09982014388
09982174688
09982332155
09982486865
09982638889
09982788296
09982935154
09983079526
09983235541
09983361065
0998349835
09983633388
09983766234
0998389694
09984025559
09984152139
0998427673
09984399376
09984520124
09984639017
09984756098
09984871407
09984984985
0998509687
09985207101
09985315712
09985422741
0998552822
09985632184
09985734665
09985835694
09985935302
0998603352
09986130374
09986225895
09986320109
09986413043
09986504723
09986595174
09986684421
09986772487
09986859396
0998694517
09987029831
09987113402
09987195903
09987277354
09987357775
09987437186
09987515605
09987593052
09987669544
09987745098
09987819732
09987893462
09987966306
09988038278
09988109394
09988179669
09988249119
09988317757
09988385598
09988452656
09988518944
09988584475
09988649262
09988713318
09988776655
09988839286
09988901221
09988962472
09989023052
09989082969
09989142237
09989200864
09989258861
09989316239
09989373007
09989429175
09989484753
09989539749
09989594173
09989648033
09989701339
09989754098
0998980632
09989858012
09989909183
09989959839
0999000999
09990059642
09990108803
0999015748
09990210475
09990253411
09990300679
0999034749
09990393852
0994744386
09938154139

Chart1

EFS ND
EFS DBS
1
0
11
6
21
16
31
24
41
34
50
43
59
52
69
62
79
72
88
81
97
90
106
99
115
108
124
117
134
127
141
134
149
142
158
151
165
158
174
167
184
177
193
186
202
195
211
204
220
213
229
222
239
232
246
240
253
247
261
255
271
265
280
274
290
284
299
293
308
302
318
312
327
321
337
331
346
340
356
350
363
357
372
366
381
375
390
384
399
393
409
403
413
410
419
420
421
430
421
440
421
450
435
460
444
470
453
480
462
490
472
500
481
510
488
520
496
530
506
540
516
550
526
560
536
570
543
580
553
590
562
600
572
610
581
620
591
630
600
640
608
650
617
660
623
670
626
680
636
690
639
700
639
710
639
720
642
730
646
740
651
750
659
760
667
769
674
779
677
789
680
799
689
809
692
819
692
829
693
839
694
849
694
859
694
869
695
879
696
889
698
899
699
909
702
919
707
929
713
939
721
949
727
959
731
969
738
979
746
989
747
999
747
1009
747
1019
747
1029
747
1039
753
1049
755
1059
755
1069
755
1079
755
1089
755
1099
755
1109
755
1119
755
1129
758
1139
763
1149
770
1159
777
1169
785
1179
794
1189
801
1199
809
1209
814
1219
815
1229
821
1239
826
1249
832
1259
837
1269
842
1279
842
1289
844
1299
844
1309
844
1319
847
1329
854
1339
858
1349
858
1359
858
1369
858
1379
860
1389
860
1399
860
1409
860
1419
861
1429
862
1439
862
1449
862
1459
862
1469
862
1479
862
1489
862
1499
863
1509
863
1517
866
1527
866
1537
866
1547
866
1557
866
1567
867
1577
867
1587
867
1597
867
1607
867
1617
867
1627
867
1637
867
1647
867
1657
867
1667
867
1677
867
1687
867
1697
867
1707
867
1717
867
1727
867
1737
867
1747
867
1757
867
1767
867
1777
867
1787
867
1797
867
1807
867
1817
867
1827
867
1837
867
1847
867
1857
867
1867
867
1877
867
1887
867
1896
867
1906
867
1913
867
1922
867
1929
867
1936
867
1941
867
1944
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945

Chart2

SES ND
SES DBS
UNA ND
Time hrminsec
Severe Error Seconds
SES and UNA Accumulation HistoryARTM flight 78 Eastbound Supersonic Corridor
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
3
2
0
6
2
0
13
2
0
11
2
13
11
2
23
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
28
11
2
38
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
47
11
2
57
11
2
67
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
16
2
77
21
2
77
28
2
77
23
2
93
23
2
103
23
2
113
23
2
112
29
2
112
23
2
129
23
2
139
23
2
149
23
2
159
23
11
169
23
13
179

Chart3

LA ND
LA DBS
1
1
1
1
1
1
1
096875
1
09761904762
1
09807692308
1
09838709677
1
09861111111
1
0987804878
1
09891304348
1
09901960784
1
09910714286
1
09918032787
1
09924242424
1
09929577465
1
09934210526
1
09938271605
1
09941860465
1
09945054945
1
09947916667
1
0995049505
1
09952830189
1
09954954955
1
09956896552
1
09958677686
1
0996031746
1
09961832061
1
09963235294
1
09964539007
1
09965753425
1
09966887417
1
09967948718
1
09968944099
1
09969879518
1
09970760234
1
09971590909
1
09972375691
1
0997311828
1
0997382199
1
09974489796
1
09975124378
1
09975728155
1
09976303318
1
09976851852
1
09977375566
1
09977876106
09935205184
09956709957
09873150106
09957627119
09730848861
09958506224
09513184584
09959349593
09324055666
09960159363
09454191033
099609375
09464627151
09961685824
0947467167
09962406015
09484346225
09963099631
09493670886
09963768116
09502664298
09964412811
09511343805
09965034965
09519725557
09965635739
09527824621
09966216216
09535655058
09966777409
09543230016
09967320261
09550561798
09967845659
09557661927
0996835443
09564541213
09968847352
09571209801
09969325153
09577677225
0996978852
09583952452
09970238095
09590043924
09970674487
09595959596
09971098266
0960170697
09971509972
09607293128
09971910112
09612724758
09972299169
09618008186
09972677596
09623149394
09973045822
0962815405
09973404255
09488859764
09973753281
0936610608
09974093264
09399744572
09974424552
09407313997
09974747475
09414694894
09975062344
09421894219
09975369458
09428918591
099756691
0943577431
09975961538
09442467378
09976247031
09449003517
09976525822
09455388181
09976798144
09461626575
0997706422
09467723669
09977324263
09473684211
09977578475
09479512735
09977827051
09485213582
09978070175
09490790899
09978308026
0949624866
09978540773
09501590668
09978768577
09506820567
09978991597
09511941848
09979209979
09516957862
09979423868
09521871821
09979633401
09526686808
0997983871
09531405783
0998003992
09536031589
09980237154
0954056696
09980430528
09545014521
09980620155
09549376798
09980806142
0955365622
09980988593
09557855127
09981167608
09561975769
09981343284
09566020314
09981515712
09569990851
09981684982
09573889393
0998185118
0957771788
09982014388
09581478183
09982174688
09488084731
09982332155
09405074366
09982486865
09323503903
09982638889
09243336199
09982788296
09249786871
09982935154
09256128487
09983079526
09262363789
09983235541
09268495428
09983361065
09274525969
0998349835
0928045789
09983633388
09286293593
09983766234
09292035398
0998389694
09297685555
09984025559
09303246239
09984152139
0930871956
0998427673
0931410756
09984399376
0931941222
09984520124
09324635457
09984639017
09329779132
09984756098
09334845049
09984871407
09339834959
09984984985
09344750558
0998509687
09349593496
09985207101
09354365371
09985315712
09359067735
09985422741
09363702097
0998552822
09368269921
09985632184
0937277263
09985734665
09377211607
09985835694
09381588194
09985935302
09385903699
0998603352
0939015939
09986130374
09394356504
09986225895
09398496241
09986320109
09402579769
09986413043
09406608227
09986504723
09410582719
09986595174
09414504325
09986684421
09418374091
09986772487
0942219304
09986859396
09412915851
0998694517
09416720674
09987029831
09420476497
09987113402
09424184261
09987195903
09427844882
09987277354
09431459255
09987357775
09435028249
09987437186
09438552714
09987515605
09442033478
09987593052
09445471349
09987669544
09448867116
09987745098
09452221546
09987819732
0945553539
09987893462
09458809381
09987966306
09462044232
09988038278
09465240642
09988109394
09468399291
09988179669
09471520846
09988249119
09474605954
09988317757
09477655252
09988385598
09474899019
09988452656
09477911647
09988518944
09480889903
09988584475
09483834373
09988649262
09486745629
09988713318
09489624229
09988776655
09492470719
09988839286
09495285635
09988901221
09498069498
09988962472
0950082282
09989023052
09503546099
09989082969
09506239826
09989142237
09508904479
09989200864
09511540526
09989258861
09514148425
09989316239
09516728625
09989373007
09513998943
09989429175
09516552811
09989484753
09519079979
09989539749
09521580863
09989594173
09524055872
09989648033
09526505404
09989701339
09528929852
09989754098
09531329598
0998980632
09528636594
09989858012
09505799294
09989909183
09473156046
09989959839
09420868697
0999000999
09374068554
09990059642
09327731092
09990108803
09335956714
0999015748
09309838473
09990210475
09259620068
09990253411
09214735822
09990300679
09170284612
0999034749
09126260202
09990393852
09082656474
0994744386
09039467427
09938154139

Chart4

ERR ND
ERR DBS
Elapsed Time - Seconds
Bit Errors
Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude
0
2
0
26
0
26
0
41555
0
41555
2
41557
4
41559
4
41559
4
41559
8
41563
14
41569
22
41577
26
41581
34
41589
34
41589
68
41623
82
41637
94
41649
118
41673
136
41691
136
41691
142
41697
154
41709
158
41713
164
41719
172
41727
172
41727
178
41737
190
41745
198
41753
198
41753
202
41757
202
41757
206
41761
212
41767
212
41767
216
41771
216
41771
218
41773
218
41773
230
41785
232
41787
234
41789
236
41791
238
41793
238
41793
455111
60883
1306300
60883
3244655
60883
6882493
60883
7441715
60883
7441723
60883
7441727
60883
7441729
60883
7441731
60883
7441731
60883
7441733
60883
7441739
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441753
60883
7441753
60883
7441755
60883
7441755
60883
7441757
60883
7441757
60883
7441759
60883
7441767
60883
7441773
60883
7441797
60883
7441845
60883
7441845
60883
7441917
60883
8389029
60883
8418363
60883
8418429
60883
8418533
60883
8418625
60883
8418649
60883
8418769
60889
8418795
60889
8418867
60889
8418937
60889
8418941
60889
8419891
60889
8423291
60889
8423751
60889
8424419
60889
8425325
60889
8426223
60889
8426561
60889
8427649
60889
8428241
60889
8428341
60889
8428421
60889
8428491
60889
8428529
60889
8428561
60889
8428627
60889
8428717
60889
8428747
60889
8428751
60889
8429441
60889
8431061
60889
8432865
60889
8435265
60889
8436525
60889
8436565
60889
8436633
60889
8437273
60889
10546482
60889
11523904
60889
12122006
60889
12902569
60889
12905622
60889
12906068
60889
12906196
60889
12906246
60889
12906262
60889
12906272
60889
12906286
60889
12906302
60889
12906332
60889
12906356
60889
12906388
60889
12906452
60889
12907164
60889
12907196
60889
12907216
60889
12907256
60889
12907300
60889
12907446
60889
12907500
60889
12907802
60889
12907944
60889
12907984
60889
12908002
60889
12908050
60889
12915334
60889
12915890
60889
12916062
60889
12916368
60889
12917424
60889
12917612
60889
12919282
60889
12919502
60889
12920094
60889
12920542
60889
12921018
60889
12921360
60889
12950485
60889
12953417
60889
12955543
60889
12955837
60889
12958545
60917
12958685
60917
12961813
60917
12964137
60917
12965119
60917
12965901
60917
12966433
60917
12968037
60917
12968811
60917
12969943
60917
12970133
60917
12970893
60917
12972463
60917
12973469
60917
12974725
60917
12977483
60917
12988390
60917
12992040
60917
12993836
60917
12995140
60917
12997858
60917
13000280
60917
13000986
60917
13006560
60917
13009966
60917
13013370
60917
13019200
60917
13022478
60917
13026006
60917
13028008
60917
13031052
60917
13035850
60917
13054558
60917
13070358
60917
13076908
60917
13078830
60917
13080042
60917
13082014
60917
13082710
60919
13084412
60919
13094909
60929
13165973
60931
15925826
60939
21779923
60947
32657370
60965
45898031
61053
45904033
61223
49793500
61471
69086529
61639
93851104
61827
118870561
62105
143968305
63907
168991872
215373
193965216
249045
218989101
276945
243962303
17010756
268810939
41387129
293983858
66553166
318932313
91502733
343805753
96245442
368754298
96987496
393802939
97498851

FIREBERD1_07_22_2004_Midway

jefferis robertLOS both systems LOS of ND system lost prior to this time
jefferis robertturn into eastbound run major signal disturbance on both receivers
jefferis robertclassic 2-ray MP cycles
jefferis robertthis is eastbound run on high-speed super corridor includes turn around 010048

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom27

Synchronization Test IRIG 118-12 Procedure 74 (Flat Fade Recovery Test) Transmit randomized ones pattern Measure time at which output becomes ldquoall (or mostly) onesrdquo

IRIG Randomizer Modulator Add Noise

Noise

Switch

Demodwith

DerandomizerTimer

OnesDetector

All ones

Controller

Start

Stop

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom28

Typical Sync Test

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom29

Synchronization Parameters Modulation technique

Tier 0 uses more bandwidth ndash easier to synchronize to Tier I is spectrally compact making it slippery ndash synchronization is more difficult

Trellis demodulation helps achieve sync

Tier II is even more compact ndash synchronization takes longer

Bit rate Fixed-duration tasks amount to more bits at high bit rates

Signal to noise ratio Sync times will be longer at low SNR

Synchronization threshold SNR at which the demodulator can acquire sync

Sync loss threshold SNR at which a synchronized demodulator will drop sync

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom30

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom31

Tier I Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom32

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom33

Low SNR Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom34

Synchronization Summary

The aeronautical telemetry channel is plagued with dropouts

Rapid synchronization and synchronization at low SNR is the best means of minimizing the impact of these dropouts

IRIG 118 defines test procedures for measuring sync time and sync thresholds

Pay attention to synchronization performance

Adjacent Channel Interference

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom36

PSD is Half the Story

Overall spectral efficiency is determined by spacing between channels

Receiver selectivity affects channel spacing A valid comparison must account for both

transmitted spectrum and ldquotolerablerdquo receiver filtering

Not all modulations are equally ldquotolerantrdquo of IF filtering and interference

Multi-channel testing accounts for these factors

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom37

Multi-channel ACI Test Set

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom38

9 Mbps Multi-h CPM Multichannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom39

BER as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom40

Degradation as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom41

IC=20 dB

ACI Summary

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom42

Frequency Separation Rulewhere

bull ΔF0 = the minimum center frequency separation in MHzbull Rs = bit rate of desired signal in Mbsbull Ri = bit rate of interfering signal in Mbs

ΔF0 = asRs + aiRi

The NRZ PCMFM signals are assumed to be premodulation filtered with a multi-pole filter with 3 dB point of 07 times the bit rate and the peak deviation is assumed to be approximately 035 times the bit rate

The receiver IF filter is assumed to be no wider than 15 times the bit rate and provides at least 6 dB of attenuation of the interfering signal

The interfering signal is assumed to be no more than 20 dB stronger than the desired signal The receiver is assumed to be operating in linear mode no significant intermodulation products or spurious

responses are present

Sheet1

Sheet2

Sheet3

Multipath Propagation

Brace yourselfGreek symbols ahead

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom44

Multipath Propagation

The picture cant be displayed

Dry lake bed = smooth reflecting surface

Narrow beam receive antennaAirborne transmitter Line-of-sight communications link

Irregular terrain

Low elevation angle

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom45

Assumptions Channel can be modeled as a linear time-invariant

(LTI) system over ldquoshort enoughrdquo time interval

Line-of-sight propagation path

L-1 multipath propagation paths

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

Complex-valued path loss

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom46

2-Ray Transfer Function Magnitude of first multipath reflection Γ1 ldquosweep raterdquo of multipath null ~

(dB)

1 (0 dB)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom47

3-Ray Transfer Function

1 (0 dB)

M

D

(dB)

(3-Ray Model)(dB)

(2-Ray Model)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom48

Multipath on the Tarmac

Nearly static frequency selective long delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom49

Multipath in Flight Dynamic frequency selective and flat fading various delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom50

Multipath Summary

If your test article operates near the ground you are quite likely experiencing multipath

If so there will be intervals during which no useful data is recovered

Loss of bit count integrity is likely Encrypted links will lose crypto sync

What to do Stay tuned for the ldquoAdaptive Equalizerrdquo discussion

Adaptive Equalization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom52

Multipath is Ugly

Equalization can turn

this intohellip this

Actual multipath from aircraft on the tarmac at Edwards AFB

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom53

Adaptive Equalization

Consider the multipath channel to be a filter Varies over time

Consider building a filter which ldquoundoesrdquo the filtering imposed by the channel Let it keep track of the the channel and continuously adapt itself

to the channel

Presto You have an adaptive equalizer Can repair damage done by multipath Works with a single receiver Requires no bandwidth expansion Requires no changes to the transmitter

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom54

Equalizer Techniques

JG Proakis Digital Communications 1989 2nd Edition

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom55

Generic Adaptive Equalizer

Equalizer DecisionDevice

EqualizerAdjustment

ErrorCalculation

TrainingSequence

SymbolStatistics

Training Mode Blind Mode

Decision-Directed Mode

Transmitted Signal

Received Signal Recovered

Data

EqualizedSignal

Error

Tap Weights

RFChannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom56

Adaptive EQ - Adapting

Jump to file equalizer-out-pcmfm-3ray-dynamic-videomp4 Or click to view on our website PCMFM Adaptive Equalizer Video

Jump to file equalizer-out-soqpsk-3ray-dynamic-videomp4 Or click to view on our website SOQPSK Adaptive Equalizer Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom57

Adaptive Equalizer in Action Jump to file rdms-rackmount-receiver-adaptive-equalizer-

demonstration-videomp4 Or click to view on our website Adaptive Equalizer Demonstration Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom58

Adaptive Equalizer Summary Adaptive equalizer can ldquoundordquo multipath distortion Requires no changes at the transmit end

If available a training sequence can be helpful

Effectiveness of equalizer depends on the severity of the multipath

Well-designed equalizers monitor their own performance and disengage when they are doing badly This must be done without losing bit count integrity

If you have multipath use an equalizer

Performance Evaluation of Adaptive Equalizers

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom60

So Many Channelshellip

Each path is characterized by Delay Amplitude Phase shift (potentially time-varying)

2 3 or more paths Modulation matters SNR matters Need a 10-dimensional universe to plot the

results Way too many test points

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom61

Letrsquos Simplify

Stick to 2-ray model Easy to synthesize Still allows a range of channels from easy to impossible Maybe we add a third ray for a limited set of tests

Stick to one SNR High enough that the equalizer works on mitigating multipath not

rejecting noise Not so high that there are never any bit errors Should reflect actual use cases Propose 20 dB

Limited set of amplitudes and delays Many phase angles

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom62

Proposed Signal Conditions

Pick a carrier frequency How many Nulls ldquosweep fasterrdquo at higher frequencies (dynamic case only)

20 dB SNR (without multipath) Tier 0 I and II

Tier 0 1 5 10 20 Mbps Tier I and Tier II 2 10 20 and 40 Mbps

Areas for further research STC ndash different multipath on each signal hmmmhellip LDPC ndash six codes

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom63

Proposed Static Channels

Channel response depends on Carrier frequency Delay Reflection amplitude Reflection phase

Delays (in bits) of 05 1 2 5 10 20 and 50 Delays much shorter than 05 bit are essentially flat fades where

the signal power is simply gone EQ cannot help Amplitudes of 05 to 09 in steps of 01

For bonus points include 095 and 098

Phases of 0deg to 360deg in 10deg steps

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom64

What is the Measured Value

Must be observable with EQ both on and off Bit error rate is universally understood DQM is readily computed from BER

With calibration DQM is much more quickly measured

Remind me again what is DQM

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom65

Definition of DQM (aka Q)

To a statistician DQM is the ldquoLog Likelihood Ratiordquo Start with probability of error P

Be practical 05 lt P lt 1e-12 BEP derived within demod BER measured with a BERT

Likelihood Ratio (LR) = P (1 ndash P) Q = min (-log10(LR) 12) Easily reversed

P = 10-Q (1 + 10-Q)

Short version Q = 5 P = 1e-5

P Q05 0000

1E-01 09541E-02 19961E-03 30001E-04 40001E-05 50001E-06 60001E-07 70001E-08 80001E-09 90001E-10 100001E-11 110001E-12 12000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom66

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom67

Test Procedure

Set frequency modulation and bit rate Turn the equalizer off Set EbN0 to 20 dB Set direct path to delay 0 amplitude 1 angle 0 Enable multipath Set reflected path delay and amplitude Loop through delayed path phase

0 degrees to 360 degrees in 10 degree steps Record DQM at each step or record BER and calculate DQM Plot DQM versus phase in polar form

Turn equalizer on and repeat If two test units are available test EQ on and EQ off at the same time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom68

Grading the Tests

Measure BER with EQ on and off then compute DQM If your DQM is well calibrated measure DQM directly

Plot DQM vs delay path phase in polar form Radius = DQM Angle = phase of delayed path

Result will be a distorted ldquohooprdquo Bigger radius is better Some angles will be worse than others

Compute the area of each ldquohooprdquo for EQ on and off ldquoEqualizer Benefitrdquo = Areaon ndash Areaoff

Since the radius is (essentially) the logarithm of the BER the difference is the number of orders of magnitude improvement in BER

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom69

DQM Calibration

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom70

No Multipath No Problem

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom71

0-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom72

30-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom73

60-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom74

90-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom75

120-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom76

150-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom77

180-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom78

210-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom79

240-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom80

270-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom81

300-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom82

330-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom83

360-100-09

Test Results Examples

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom85

10 Mbps SOQPSK 1 bit Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom86

10 Mbps SOQPSK 2 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom87

10 Mbps SOQPSK 5 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom88

10 Mbps SOQPSK 10 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom89

10 Mbps SOQPSK 20 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom90

What About Dynamics

Most pronounced effect of target motion is variation in phase of the reflected path Manifests as spectral nulls sweeping through spectrum

Proposal Stress the equalizer by sweeping the null faster and faster until

the EQ benefit starts to drop Similar to the Break Frequency test for combiners

Figure of merit becomes the ldquoBreak Frequencyrdquo of the equalizer

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom91

What Can we Measure

Measure the BER averaged over all phases Correlates with moving test article Convert to DQM Or measure DQM but average it correctly (see next slide)

For consistency with the static plots plot DQM versus ldquospin raterdquo

Plot multiple delay path amplitudes on one chart Separate charts for each delay value

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom92

Equalizer Break Frequency

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom93

Course Outline ndash Day 3

Impairment Mitigation Techniques Adaptive Equalization Best Source Selection Best Channel Selection Space-Time Coding (STC) Low Density Parity Check (LDPC) Coding

Using All the Tools Together Performance Comparison amp Summary Link Budgets

  • Telemetry Smorgasbord
  • Course Outline ndash Day 2
  • Side by Side Summary
  • BER Performance Comparison
  • Todayrsquos Modulation Tour
  • Data Quality Metric (DQM)
  • How to Assess Data Quality
  • Definition of DQM
  • DQE Format
  • Calibration of DQM
  • DQM Calibration Fixture
  • DQM Calibration in AWGN
  • DQM Step Response
  • DQM Fade Recovery
  • DQM Interference Test
  • Diversity Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • BER Results - Fading Signals
  • Measured Combiner BER - Tier 0
  • Measured Combiner BER - Tier I
  • Measured Combiner BER - Tier II
  • Combiner Summary
  • Synchronization
  • Telemetry Channels are Bursty
  • Synchronization Test
  • Typical Sync Test
  • Synchronization Parameters
  • Tier 0 Synchronization
  • Tier I Synchronization
  • Tier 0 Synchronization
  • Low SNR Synchronization
  • Synchronization Summary
  • Adjacent Channel Interference
  • PSD is Half the Story
  • Multi-channel ACI Test Set
  • 9 Mbps Multi-h CPM Multichannel
  • BER as a Function of F
  • Degradation as a Function of F
  • ACI Summary
  • Frequency Separation Rule
  • Multipath Propagation
  • Multipath Propagation
  • Assumptions
  • 2-Ray Transfer Function
  • 3-Ray Transfer Function
  • Multipath on the Tarmac
  • Multipath in Flight
  • Multipath Summary
  • Adaptive Equalization
  • Multipath is Ugly
  • Adaptive Equalization
  • Equalizer Techniques
  • Generic Adaptive Equalizer
  • Adaptive EQ - Adapting
  • Adaptive Equalizer in Action
  • Adaptive Equalizer Summary
  • Performance Evaluation of Adaptive Equalizers
  • So Many Channelshellip
  • Letrsquos Simplify
  • Proposed Signal Conditions
  • Proposed Static Channels
  • What is the Measured Value
  • Definition of DQM (aka Q)
  • DQM Calibration Fixture
  • Test Procedure
  • Grading the Tests
  • DQM Calibration
  • No Multipath No Problem
  • 0-100-09
  • 30-100-09
  • 60-100-09
  • 90-100-09
  • 120-100-09
  • 150-100-09
  • 180-100-09
  • 210-100-09
  • 240-100-09
  • 270-100-09
  • 300-100-09
  • 330-100-09
  • 360-100-09
  • Test Results Examples
  • 10 Mbps SOQPSK 1 bit Delay
  • 10 Mbps SOQPSK 2 Bits Delay
  • 10 Mbps SOQPSK 5 Bits Delay
  • 10 Mbps SOQPSK 10 Bits Delay
  • 10 Mbps SOQPSK 20 Bits Delay
  • What About Dynamics
  • What Can we Measure
  • Equalizer Break Frequency
  • Course Outline ndash Day 3
Modulation Type as ai Rs = Ri
NRZ PCMFM 1 for receivers with RLC final Intermediate Frequency (IF) filters 12 22
07 for receivers with Surface Acoustic Wave (SAW) or digital IF filters 12 19
05 with multi-symbol detectors (or equivalent devices) 12 17
FQPSK-B FQPSK-JR SOQPSK-TG 045 065 11
ARTM CPM 035 05 085
time delta t BER ORC BER ND BER DBS ERR ORC ERR ND ERR DBS EFS ORC EFS ND EFS DBS SES ORC SES ND SES DBS ES ORC ES ND ES DBS UNA ORC UNA ND UNA DBS ET ET ND ET DBS LA ND LA DBS
05309 000 000E+00 -100E+00 0 2 1 0 0 0 0 1 0 0 4 3 2 1 1
05319 1000 000E+00 530E-07 0 26 11 6 0 0 0 4 0 0 14 13 12 1 1
05329 2000 000E+00 260E-07 0 26 21 16 0 0 0 4 0 0 24 23 22 1 1
05339 3000 000E+00 278E-04 0 41555 31 24 0 1 0 6 0 0 34 33 32 1 096875
05349 4000 000E+00 208E-04 0 41555 41 34 0 1 0 6 0 0 44 43 42 1 09761904762
05359 5000 800E-09 166E-04 2 41557 50 43 0 1 1 7 0 0 54 53 52 1 09807692308
05409 6000 100E-08 139E-04 4 41559 59 52 0 1 2 8 0 0 64 63 62 1 09838709677
05419 7000 100E-08 119E-04 4 41559 69 62 0 1 2 8 0 0 74 73 72 1 09861111111
05429 8000 100E-08 104E-04 4 41559 79 72 0 1 3 9 0 0 83 83 82 1 0987804878
05439 9000 200E-08 924E-05 8 41563 88 81 0 1 3 9 0 0 94 93 92 1 09891304348
05449 10000 280E-08 832E-05 14 41569 97 90 0 1 4 10 0 0 104 103 102 1 09901960784
05459 11000 400E-08 757E-05 22 41577 106 99 0 1 5 11 0 0 114 113 112 1 09910714286
05509 12000 430E-08 693E-05 26 41581 115 108 0 1 6 12 0 0 124 123 122 1 09918032787
05519 13000 520E-08 640E-05 34 41589 124 117 0 1 7 13 0 0 134 133 132 1 09924242424
05529 14000 480E-08 594E-05 34 41589 134 127 0 1 8 14 0 0 144 143 142 1 09929577465
05539 15000 900E-08 555E-05 68 41623 141 134 0 1 10 16 0 0 154 153 152 1 09934210526
05549 16000 100E-07 521E-05 82 41637 149 142 0 1 12 18 0 0 164 163 162 1 09938271605
05559 17000 110E-07 490E-05 94 41649 158 151 0 1 13 19 0 0 174 173 172 1 09941860465
05609 18000 131E-07 463E-05 118 41673 165 158 0 1 16 22 0 0 184 183 182 1 09945054945
05619 19000 143E-07 439E-05 136 41691 174 167 0 1 17 23 0 0 194 193 192 1 09947916667
05629 20000 136E-07 417E-05 136 41691 184 177 0 1 18 24 0 0 204 203 202 1 0995049505
05639 21000 135E-07 397E-05 142 41697 193 186 0 1 18 24 0 0 214 213 212 1 09952830189
05649 22000 140E-07 379E-05 154 41709 202 195 0 1 19 25 0 0 224 223 222 1 09954954955
05659 23000 137E-07 363E-05 158 41713 211 204 0 1 20 26 0 0 234 233 232 1 09956896552
05709 24000 136E-07 348E-05 164 41719 220 213 0 1 21 27 0 0 244 243 242 1 09958677686
05719 25000 137E-07 334E-05 172 41727 229 222 0 1 22 28 0 0 254 253 252 1 0996031746
05729 26000 132E-07 321E-05 172 41727 239 232 0 1 23 29 0 0 264 263 262 1 09961832061
05739 27000 132E-07 309E-05 178 41737 246 240 0 1 26 31 0 0 274 273 272 1 09963235294
05749 28000 135E-07 298E-05 190 41745 253 247 0 1 28 33 0 0 284 283 282 1 09964539007
05759 29000 136E-07 288E-05 198 41753 261 255 0 1 30 35 0 0 294 293 292 1 09965753425
05809 30000 132E-07 278E-05 198 41753 271 265 0 1 30 35 0 0 304 303 302 1 09966887417
05819 31000 130E-07 269E-05 202 41757 280 274 0 1 31 36 0 0 314 313 312 1 09967948718
05829 32000 126E-07 261E-05 202 41757 290 284 0 1 32 37 0 0 324 323 322 1 09968944099
05839 33000 125E-07 253E-05 206 41761 299 293 0 1 32 37 0 0 334 333 332 1 09969879518
05849 34000 124E-07 246E-05 212 41767 308 302 0 1 33 38 0 0 344 343 342 1 09970760234
05859 35000 121E-07 239E-05 212 41767 318 312 0 1 33 38 0 0 354 353 352 1 09971590909
05909 36000 120E-07 232E-05 216 41771 327 321 0 1 34 39 0 0 364 363 362 1 09972375691
05919 37000 117E-07 226E-05 216 41771 337 331 0 1 34 39 0 0 374 373 372 1 0997311828
05929 38000 115E-07 220E-05 218 41773 346 340 0 1 35 40 0 0 384 383 382 1 0997382199
05939 39000 112E-07 214E-05 218 41773 356 350 0 1 35 40 0 0 394 393 392 1 09974489796
05949 40000 115E-07 209E-05 230 41785 363 357 0 1 38 43 0 0 404 403 402 1 09975124378
05959 41000 113E-07 204E-05 232 41787 372 366 0 1 39 44 0 0 414 413 412 1 09975728155
10009 42000 111E-07 199E-05 234 41789 381 375 0 1 40 45 0 0 424 423 422 1 09976303318
10019 43000 110E-07 194E-05 236 41791 390 384 0 1 42 46 0 0 434 433 432 1 09976851852
10029 44000 108E-07 190E-05 238 41793 399 393 0 1 42 47 0 0 444 443 442 1 09977375566
10039 45000 106E-07 186E-05 238 41793 409 403 0 1 43 48 0 0 454 453 452 1 09977876106
10049 46000 198E-04 265E-05 455111 60883 413 410 3 2 49 50 0 0 464 463 462 09935205184 09956709957
10059 47000 555E-04 259E-05 1306300 60883 419 420 6 2 52 50 0 0 474 473 472 09873150106 09957627119
10109 48000 128E-03 254E-05 3244655 60883 421 430 13 2 61 50 0 0 484 483 482 09730848861 09958506224
10119 49000 277E-03 249E-05 6882493 60883 421 440 11 2 58 50 13 0 494 493 492 09513184584 09959349593
10129 50000 297E-03 244E-05 7441715 60883 421 450 11 2 58 50 23 0 504 503 502 09324055666 09960159363
10139 51000 291E-03 239E-05 7441723 60883 435 460 11 2 59 50 17 0 514 513 512 09454191033 099609375
10149 52000 286E-03 234E-05 7441727 60883 444 470 11 2 60 50 17 0 524 523 522 09464627151 09961685824
10159 53000 281E-03 230E-05 7441729 60883 453 480 11 2 61 50 17 0 534 533 532 0947467167 09962406015
10209 54000 275E-03 226E-05 7441731 60883 462 490 11 2 62 50 17 0 544 543 542 09484346225 09963099631
10219 55000 270E-03 221E-05 7441731 60883 472 500 11 2 62 50 17 0 554 553 552 09493670886 09963768116
10229 56000 266E-03 217E-05 7441733 60883 481 510 11 2 64 50 17 0 564 563 562 09502664298 09964412811
10239 57000 261E-03 214E-05 7441739 60883 488 520 11 2 66 50 17 0 574 573 572 09511343805 09965034965
10249 58000 256E-03 210E-05 7441747 60883 496 530 11 2 68 50 17 0 584 583 582 09519725557 09965635739
10259 59000 252E-03 206E-05 7441747 60883 506 540 11 2 68 50 17 0 594 593 592 09527824621 09966216216
10309 60000 248E-03 203E-05 7441747 60883 516 550 11 2 68 50 17 0 604 603 602 09535655058 09966777409
10319 61000 244E-03 200E-05 7441747 60883 526 560 11 2 68 50 17 0 614 613 612 09543230016 09967320261
10329 62000 240E-03 196E-05 7441747 60883 536 570 11 2 68 50 17 0 624 623 622 09550561798 09967845659
10339 63000 236E-03 193E-05 7441753 60883 543 580 11 2 71 50 17 0 634 633 632 09557661927 0996835443
10349 64000 232E-03 190E-05 7441753 60883 553 590 11 2 71 50 17 0 644 643 642 09564541213 09968847352
10359 65000 229E-03 187E-05 7441755 60883 562 600 11 2 72 50 17 0 654 653 652 09571209801 09969325153
10409 66000 225E-03 185E-05 7441755 60883 572 610 11 2 72 50 17 0 664 663 662 09577677225 0996978852
10419 67000 222E-03 182E-05 7441757 60883 581 620 11 2 73 50 17 0 674 673 672 09583952452 09970238095
10429 68000 219E-03 179E-05 7441757 60883 591 630 11 2 73 50 17 0 684 683 682 09590043924 09970674487
10439 69000 216E-03 176E-05 7441759 60883 600 640 11 2 74 50 17 0 694 693 692 09595959596 09971098266
10449 70000 212E-03 174E-05 7441767 60883 608 650 11 2 76 50 17 0 704 703 702 0960170697 09971509972
10459 71000 209E-03 172E-05 7441773 60883 617 660 11 2 77 50 17 0 714 713 712 09607293128 09971910112
10509 72000 207E-03 169E-05 7441797 60883 623 670 11 2 82 50 17 0 724 723 722 09612724758 09972299169
10519 73000 204E-03 167E-05 7441845 60883 626 680 11 2 88 50 17 0 734 733 732 09618008186 09972677596
10529 74000 201E-03 165E-05 7441845 60883 636 690 11 2 88 50 17 0 744 743 742 09623149394 09973045822
10539 75000 198E-03 162E-05 7441917 60883 639 700 11 2 96 50 17 0 754 753 752 0962815405 09973404255
10549 76000 221E-03 160E-05 8389029 60883 639 710 11 2 95 50 28 0 764 763 762 09488859764 09973753281
10559 77000 219E-03 158E-05 8418363 60883 639 720 11 2 95 50 38 0 774 773 772 0936610608 09974093264
10609 78000 216E-03 156E-05 8418429 60883 642 730 11 2 104 50 36 0 784 783 782 09399744572 09974424552
10619 79000 213E-03 154E-05 8418533 60883 646 740 11 2 110 50 36 0 794 793 792 09407313997 09974747475
10629 80000 210E-03 152E-05 8418625 60883 651 750 11 2 115 50 36 0 804 803 802 09414694894 09975062344
10639 81000 208E-03 150E-05 8418649 60883 659 760 11 2 116 50 36 0 814 813 812 09421894219 09975369458
10649 82000 205E-03 149E-05 8418769 60889 667 769 11 2 118 51 36 0 824 823 822 09428918591 099756691
10659 83000 203E-03 147E-05 8418795 60889 674 779 11 2 121 51 36 0 834 833 832 0943577431 09975961538
10709 84000 200E-03 145E-05 8418867 60889 677 789 11 2 128 51 36 0 844 843 842 09442467378 09976247031
10719 85000 198E-03 143E-05 8418937 60889 680 799 11 2 136 51 36 0 854 853 852 09449003517 09976525822
10729 86000 196E-03 142E-05 8418941 60889 689 809 11 2 137 51 36 0 864 863 862 09455388181 09976798144
10739 87000 193E-03 140E-05 8419891 60889 692 819 11 2 144 51 36 0 874 873 872 09461626575 0997706422
10749 88000 191E-03 138E-05 8423291 60889 692 829 11 2 154 51 36 0 884 883 882 09467723669 09977324263
10759 89000 189E-03 137E-05 8423751 60889 693 839 11 2 163 51 36 0 894 893 892 09473684211 09977578475
10809 90000 187E-03 135E-05 8424419 60889 694 849 11 2 172 51 36 0 904 903 902 09479512735 09977827051
10819 91000 185E-03 134E-05 8425325 60889 694 859 11 2 182 51 36 0 914 913 912 09485213582 09978070175
10829 92000 183E-03 132E-05 8426223 60889 694 869 11 2 192 51 36 0 924 923 922 09490790899 09978308026
10839 93000 181E-03 131E-05 8426561 60889 695 879 11 2 201 51 36 0 934 933 932 0949624866 09978540773
10849 94000 179E-03 130E-05 8427649 60889 696 889 11 2 210 51 36 0 944 943 942 09501590668 09978768577
10859 95000 177E-03 128E-05 8428241 60889 698 899 11 2 218 51 36 0 954 953 952 09506820567 09978991597
10909 96000 176E-03 127E-05 8428341 60889 699 909 11 2 227 51 36 0 964 963 962 09511941848 09979209979
10919 97000 174E-03 126E-05 8428421 60889 702 919 11 2 234 51 36 0 974 973 972 09516957862 09979423868
10929 98000 172E-03 124E-05 8428491 60889 707 929 11 2 239 51 36 0 984 983 982 09521871821 09979633401
10939 99000 170E-03 123E-05 8428529 60889 713 939 11 2 242 51 36 0 994 993 992 09526686808 0997983871
10949 100000 168E-03 122E-05 8428561 60889 721 949 11 2 244 51 36 0 1004 1003 1002 09531405783 0998003992
10959 101000 167E-03 121E-05 8428627 60889 727 959 11 2 248 51 36 0 1014 1013 1012 09536031589 09980237154
11009 102000 165E-03 119E-05 8428717 60889 731 969 11 2 254 51 36 0 1024 1023 1022 0954056696 09980430528
11019 103000 164E-03 118E-05 8428747 60889 738 979 11 2 257 51 36 0 1034 1033 1032 09545014521 09980620155
11029 104000 162E-03 117E-05 8428751 60889 746 989 11 2 259 51 36 0 1044 1043 1042 09549376798 09980806142
11039 105000 160E-03 116E-05 8429441 60889 747 999 11 2 269 51 36 0 1054 1053 1052 0955365622 09980988593
11049 106000 159E-03 115E-05 8431061 60889 747 1009 11 2 279 51 36 0 1064 1063 1062 09557855127 09981167608
11059 107000 158E-03 114E-05 8432865 60889 747 1019 11 2 289 51 36 0 1074 1073 1072 09561975769 09981343284
11109 108000 156E-03 113E-05 8435265 60889 747 1029 11 2 299 51 36 0 1084 1083 1082 09566020314 09981515712
11119 109000 155E-03 112E-05 8436525 60889 747 1039 11 2 309 51 36 0 1094 1093 1092 09569990851 09981684982
11129 110000 153E-03 111E-05 8436565 60889 753 1049 11 2 312 51 36 0 1104 1103 1102 09573889393 0998185118
11139 111000 152E-03 110E-05 8436633 60889 755 1059 11 2 321 51 36 0 1114 1113 1112 0957771788 09982014388
11149 112000 151E-03 109E-05 8437273 60889 755 1069 11 2 331 51 36 0 1124 1123 1122 09581478183 09982174688
11159 113000 183E-03 108E-05 10546482 60889 755 1079 11 2 330 51 47 0 1134 1133 1132 09488084731 09982332155
11209 114000 202E-03 107E-05 11523904 60889 755 1089 11 2 330 51 57 0 1144 1143 1142 09405074366 09982486865
11219 115000 211E-03 106E-05 12122006 60889 755 1099 11 2 330 51 67 0 1154 1153 1152 09323503903 09982638889
11229 116000 222E-03 105E-05 12902569 60889 755 1109 11 2 330 51 77 0 1164 1163 1162 09243336199 09982788296
11239 117000 221E-03 104E-05 12905622 60889 755 1119 11 2 340 51 77 0 1174 1173 1172 09249786871 09982935154
11249 118000 219E-03 103E-05 12906068 60889 755 1129 11 2 350 51 77 0 1184 1183 1182 09256128487 09983079526
11259 119000 217E-03 102E-05 12906196 60889 758 1139 11 2 357 51 77 0 1194 1193 1193 09262363789 09983235541
11309 120000 215E-03 101E-05 12906246 60889 763 1149 11 2 361 51 77 0 1204 1203 1202 09268495428 09983361065
11319 121000 213E-03 101E-05 12906262 60889 770 1159 11 2 365 51 77 0 1214 1213 1212 09274525969 0998349835
11329 122000 211E-03 998E-06 12906272 60889 777 1169 11 2 367 51 77 0 1224 1223 1222 0928045789 09983633388
11339 123000 210E-03 990E-06 12906286 60889 785 1179 11 2 369 51 77 0 1234 1233 1232 09286293593 09983766234
11349 124000 208E-03 982E-06 12906302 60889 794 1189 11 2 370 51 77 0 1244 1243 1242 09292035398 0998389694
11359 125000 206E-03 974E-06 12906332 60889 801 1199 11 2 373 51 77 0 1254 1253 1252 09297685555 09984025559
11409 126000 205E-03 967E-06 12906356 60889 809 1209 11 2 376 51 77 0 1264 1263 1262 09303246239 09984152139
11419 127000 203E-03 959E-06 12906388 60889 814 1219 11 2 381 51 77 0 1274 1273 1272 0930871956 0998427673
11429 128000 202E-03 951E-06 12906452 60889 815 1229 11 2 390 51 77 0 1284 1283 1282 0931410756 09984399376
11439 129000 200E-03 944E-06 12907164 60889 821 1239 11 2 394 51 77 0 1294 1293 1292 0931941222 09984520124
11449 130000 198E-03 937E-06 12907196 60889 826 1249 11 2 398 51 77 0 1304 1303 1302 09324635457 09984639017
11459 131000 197E-03 930E-06 12907216 60889 832 1259 11 2 402 51 77 0 1314 1313 1312 09329779132 09984756098
11509 132000 195E-03 923E-06 12907256 60889 837 1269 11 2 407 51 77 0 1324 1323 1322 09334845049 09984871407
11519 133000 194E-03 916E-06 12907300 60889 842 1279 11 2 413 51 77 0 1334 1333 1332 09339834959 09984984985
11529 134000 193E-03 909E-06 12907446 60889 842 1289 11 2 423 51 77 0 1344 1343 1342 09344750558 0998509687
11539 135000 191E-03 902E-06 12907500 60889 844 1299 11 2 431 51 77 0 1354 1353 1352 09349593496 09985207101
11549 136000 190E-03 895E-06 12907802 60889 844 1309 11 2 441 51 77 0 1364 1363 1362 09354365371 09985315712
11559 137000 188E-03 889E-06 12907944 60889 844 1319 11 2 451 51 77 0 1374 1373 1372 09359067735 09985422741
11609 138000 187E-03 882E-06 12907984 60889 847 1329 11 2 457 51 77 0 1384 1383 1382 09363702097 0998552822
11619 139000 186E-03 876E-06 12908002 60889 854 1339 11 2 461 51 77 0 1394 1393 1392 09368269921 09985632184
11629 140000 184E-03 870E-06 12908050 60889 858 1349 11 2 467 51 77 0 1404 1403 1402 0937277263 09985734665
11639 141000 183E-03 864E-06 12915334 60889 858 1359 11 2 477 51 77 0 1414 1413 1412 09377211607 09985835694
11649 142000 182E-03 858E-06 12915890 60889 858 1369 11 2 487 51 77 0 1424 1423 1422 09381588194 09985935302
11659 143000 181E-03 852E-06 12916062 60889 858 1379 11 2 496 51 77 0 1434 1433 1432 09385903699 0998603352
11709 144000 179E-03 846E-06 12916368 60889 860 1389 11 2 505 51 77 0 1444 1443 1442 0939015939 09986130374
11719 145000 178E-03 840E-06 12917424 60889 860 1399 11 2 515 51 77 0 1454 1453 1452 09394356504 09986225895
11729 146000 177E-03 834E-06 12917612 60889 860 1409 11 2 525 51 77 0 1464 1463 1462 09398496241 09986320109
11739 147000 176E-03 828E-06 12919282 60889 860 1419 11 2 535 51 77 0 1474 1473 1472 09402579769 09986413043
11749 148000 175E-03 823E-06 12919502 60889 861 1429 11 2 544 51 77 0 1484 1483 1482 09406608227 09986504723
11759 149000 173E-03 817E-06 12920094 60889 862 1439 11 2 553 51 77 0 1494 1493 1492 09410582719 09986595174
11809 150000 172E-03 812E-06 12920542 60889 862 1449 11 2 563 51 77 0 1504 1503 1502 09414504325 09986684421
11819 151000 171E-03 807E-06 12921018 60889 862 1459 11 2 573 51 77 0 1514 1513 1512 09418374091 09986772487
11829 152000 170E-03 801E-06 12921360 60889 862 1469 11 2 583 51 77 0 1524 1523 1522 0942219304 09986859396
11839 153000 169E-03 796E-06 12950485 60889 862 1479 13 2 593 51 77 0 1534 1533 1532 09412915851 0998694517
11849 154000 168E-03 791E-06 12953417 60889 862 1489 13 2 603 51 77 0 1544 1543 1542 09416720674 09987029831
11859 155000 167E-03 786E-06 12955543 60889 862 1499 13 2 613 51 77 0 1554 1553 1552 09420476497 09987113402
11909 156000 166E-03 781E-06 12955837 60889 863 1509 13 2 622 51 77 0 1564 1563 1562 09424184261 09987195903
11919 157000 165E-03 776E-06 12958545 60917 863 1517 13 2 632 53 77 0 1574 1573 1572 09427844882 09987277354
11929 158000 164E-03 771E-06 12958685 60917 866 1527 13 2 639 53 77 0 1584 1583 1582 09431459255 09987357775
11939 159000 163E-03 766E-06 12961813 60917 866 1537 13 2 649 53 77 0 1594 1593 1592 09435028249 09987437186
11949 160000 162E-03 761E-06 12964137 60917 866 1547 13 2 659 53 77 0 1604 1603 1602 09438552714 09987515605
11959 161000 161E-03 757E-06 12965119 60917 866 1557 13 2 669 53 77 0 1614 1613 1612 09442033478 09987593052
12009 162000 160E-03 752E-06 12965901 60917 866 1567 13 2 679 53 77 0 1624 1623 1622 09445471349 09987669544
12019 163000 159E-03 747E-06 12966433 60917 867 1577 13 2 688 53 77 0 1634 1633 1632 09448867116 09987745098
12029 164000 158E-03 743E-06 12968037 60917 867 1587 13 2 698 53 77 0 1644 1643 1642 09452221546 09987819732
12039 165000 157E-03 738E-06 12968811 60917 867 1597 13 2 708 53 77 0 1654 1653 1652 0945553539 09987893462
12049 166000 156E-03 734E-06 12969943 60917 867 1607 13 2 718 53 77 0 1664 1663 1662 09458809381 09987966306
12059 167000 155E-03 730E-06 12970133 60917 867 1617 13 2 728 53 77 0 1674 1673 1672 09462044232 09988038278
12109 168000 154E-03 725E-06 12970893 60917 867 1627 13 2 738 53 77 0 1684 1683 1682 09465240642 09988109394
12119 169000 153E-03 721E-06 12972463 60917 867 1637 13 2 748 53 77 0 1694 1693 1692 09468399291 09988179669
12129 170000 153E-03 717E-06 12973469 60917 867 1647 13 2 758 53 77 0 1704 1703 1702 09471520846 09988249119
12139 171000 152E-03 713E-06 12974725 60917 867 1657 13 2 768 53 77 0 1714 1713 1712 09474605954 09988317757
12149 172000 151E-03 708E-06 12977483 60917 867 1667 13 2 778 53 77 0 1724 1723 1722 09477655252 09988385598
12159 173000 150E-03 704E-06 12988390 60917 867 1677 14 2 788 53 77 0 1734 1733 1732 09474899019 09988452656
12209 174000 149E-03 700E-06 12992040 60917 867 1687 14 2 798 53 77 0 1744 1743 1742 09477911647 09988518944
12219 175000 148E-03 696E-06 12993836 60917 867 1697 14 2 808 53 77 0 1754 1753 1752 09480889903 09988584475
12229 176000 148E-03 692E-06 12995140 60917 867 1707 14 2 818 53 77 0 1764 1763 1762 09483834373 09988649262
12239 177000 147E-03 688E-06 12997858 60917 867 1717 14 2 828 53 77 0 1774 1773 1772 09486745629 09988713318
12249 178000 146E-03 684E-06 13000280 60917 867 1727 14 2 838 53 77 0 1784 1783 1782 09489624229 09988776655
12259 179000 145E-03 681E-06 13000986 60917 867 1737 14 2 848 53 77 0 1794 1793 1792 09492470719 09988839286
12309 180000 144E-03 677E-06 13006560 60917 867 1747 14 2 858 53 77 0 1804 1803 1802 09495285635 09988901221
12319 181000 144E-03 673E-06 13009966 60917 867 1757 14 2 868 53 77 0 1814 1813 1812 09498069498 09988962472
12329 182000 143E-03 669E-06 13013370 60917 867 1767 14 2 878 53 77 0 1824 1823 1822 0950082282 09989023052
12339 183000 142E-03 666E-06 13019200 60917 867 1777 14 2 888 53 77 0 1834 1833 1832 09503546099 09989082969
12349 184000 142E-03 662E-06 13022478 60917 867 1787 14 2 898 53 77 0 1844 1843 1842 09506239826 09989142237
12359 185000 141E-03 659E-06 13026006 60917 867 1797 14 2 908 53 77 0 1854 1853 1852 09508904479 09989200864
12409 186000 140E-03 655E-06 13028008 60917 867 1807 14 2 918 53 77 0 1864 1863 1862 09511540526 09989258861
12419 187000 139E-03 652E-06 13031052 60917 867 1817 14 2 928 53 77 0 1874 1873 1872 09514148425 09989316239
12429 188000 139E-03 648E-06 13035850 60917 867 1827 14 2 938 53 77 0 1884 1883 1882 09516728625 09989373007
12439 189000 138E-03 645E-06 13054558 60917 867 1837 15 2 948 53 77 0 1894 1893 1892 09513998943 09989429175
12449 190000 138E-03 641E-06 13070358 60917 867 1847 15 2 958 53 77 0 1904 1903 1902 09516552811 09989484753
12459 191000 137E-03 638E-06 13076908 60917 867 1857 15 2 968 53 77 0 1914 1913 1912 09519079979 09989539749
12509 192000 136E-03 635E-06 13078830 60917 867 1867 15 2 978 53 77 0 1924 1923 1922 09521580863 09989594173
12519 193000 136E-03 631E-06 13080042 60917 867 1877 15 2 988 53 77 0 1934 1933 1932 09524055872 09989648033
12529 194000 135E-03 628E-06 13082014 60917 867 1887 15 2 998 53 77 0 1944 1943 1942 09526505404 09989701339
12539 195000 134E-03 625E-06 13082710 60919 867 1896 15 2 1008 54 77 0 1954 1953 1952 09528929852 09989754098
12549 196000 133E-03 622E-06 13084412 60919 867 1906 15 2 1018 54 77 0 1964 1963 1962 09531329598 0998980632
12559 197000 133E-03 619E-06 13094909 60929 867 1913 16 2 1028 57 77 0 1974 1973 1972 09528636594 09989858012
12609 198000 133E-03 615E-06 13165973 60931 867 1922 21 2 1038 58 77 0 1984 1983 1982 09505799294 09989909183
12619 199000 150E-03 612E-06 15925826 60939 867 1929 28 2 1048 61 77 0 1994 1993 1992 09473156046 09989959839
12629 200000 212E-03 609E-06 21779923 60947 867 1936 23 2 1042 64 93 0 2004 2003 2002 09420868697 0999000999
12639 201000 323E-03 607E-06 32657370 60965 867 1941 23 2 1042 70 103 0 2014 2013 2012 09374068554 09990059642
12649 202000 454E-03 604E-06 45898031 61053 867 1944 23 2 1042 77 113 0 2024 2023 2022 09327731092 09990108803
12659 203000 452E-03 603E-06 45904033 61223 867 1945 23 2 1053 86 112 0 2034 2033 2032 09335956714 0999015748
12709 204000 486E-03 603E-06 49793500 61471 867 1945 29 2 1063 96 112 0 2044 2043 2043 09309838473 09990210475
12719 205000 662E-03 601E-06 69086529 61639 867 1945 23 2 1056 106 129 0 2054 2053 2052 09259620068 09990253411
12729 206000 901E-03 600E-06 93851104 61827 867 1945 23 2 1056 116 139 0 2064 2063 2062 09214735822 09990300679
12739 207000 114E-02 600E-06 118870561 62105 867 1945 23 2 1056 126 149 0 2074 2073 2072 09170284612 0999034749
12749 208000 137E-02 609E-06 143968305 63907 867 1945 23 2 1056 136 159 0 2084 2083 2082 09126260202 09990393852
12759 209000 161E-02 204E-05 168991872 215373 867 1945 23 11 1056 146 169 0 2094 2093 2093 09082656474 0994744386
12809 210000 184E-02 236E-05 193965216 249045 867 1945 23 13 1056 156 179 0 2104 2103 2102 09039467427 09938154139
12819 211000 206E-02 259E-05 218989101 276945 867 1945 23 16 1056 166 189 0 2114 2113 2113
12829 212000 229E-02 150E-03 243962303 17010756 867 1945 23 13 1056 163 199 14 2124 2123 2122
12839 213000 251E-02 379E-03 268810939 41387129 867 1945 23 13 1056 163 209 23 2134 2133 2132
12849 214000 274E-02 612E-03 293983858 66553166 867 1945 23 13 1056 163 219 34 2144 2143 2142
12859 215000 296E-02 839E-03 318932313 91502733 867 1945 23 13 1056 163 229 44 2154 2153 2153
12909 216000 317E-02 891E-03 343805753 96245442 867 1945 23 13 1056 163 239 53 2164 2163 2162
12919 217000 339E-02 894E-03 368754298 96987496 867 1945 23 13 1056 163 249 63 2174 2173 2172
12929 218000 360E-02 894E-03 393802939 97498851 867 1945 23 13 1056 163 259 73 2184 2183 2182
0 0
10 10
20 20
30 30
40 40
50 50
60 60
70 70
80 80
90 90
100 100
110 110
120 120
130 130
140 140
150 150
160 160
170 170
180 180
190 190
200 200
210 210
220 220
230 230
240 240
250 250
260 260
270 270
280 280
290 290
300 300
310 310
320 320
330 330
340 340
350 350
360 360
370 370
380 380
390 390
400 400
410 410
420 420
430 430
440 440
450 450
460 460
470 470
480 480
490 490
500 500
510 510
520 520
530 530
540 540
550 550
560 560
570 570
580 580
590 590
600 600
610 610
620 620
630 630
640 640
650 650
660 660
670 670
680 680
690 690
700 700
710 710
720 720
730 730
740 740
750 750
760 760
770 770
780 780
790 790
800 800
810 810
820 820
830 830
840 840
850 850
860 860
870 870
880 880
890 890
900 900
910 910
920 920
930 930
940 940
950 950
960 960
970 970
980 980
990 990
1000 1000
1010 1010
1020 1020
1030 1030
1040 1040
1050 1050
1060 1060
1070 1070
1080 1080
1090 1090
1100 1100
1110 1110
1120 1120
1130 1130
1140 1140
1150 1150
1160 1160
1170 1170
1180 1180
1190 1190
1200 1200
1210 1210
1220 1220
1230 1230
1240 1240
1250 1250
1260 1260
1270 1270
1280 1280
1290 1290
1300 1300
1310 1310
1320 1320
1330 1330
1340 1340
1350 1350
1360 1360
1370 1370
1380 1380
1390 1390
1400 1400
1410 1410
1420 1420
1430 1430
1440 1440
1450 1450
1460 1460
1470 1470
1480 1480
1490 1490
1500 1500
1510 1510
1520 1520
1530 1530
1540 1540
1550 1550
1560 1560
1570 1570
1580 1580
1590 1590
1600 1600
1610 1610
1620 1620
1630 1630
1640 1640
1650 1650
1660 1660
1670 1670
1680 1680
1690 1690
1700 1700
1710 1710
1720 1720
1730 1730
1740 1740
1750 1750
1760 1760
1770 1770
1780 1780
1790 1790
1800 1800
1810 1810
1820 1820
1830 1830
1840 1840
1850 1850
1860 1860
1870 1870
1880 1880
1890 1890
1900 1900
1910 1910
1920 1920
1930 1930
1940 1940
1950 1950
1960 1960
1970 1970
1980 1980
1990 1990
2000 2000
2010 2010
2020 2020
2030 2030
2040 2040
2050 2050
2060 2060
2070 2070
2080 2080
2090 2090
2100 2100
2110 2110
2120 2120
2130 2130
2140 2140
2150 2150
2160 2160
2170 2170
2180 2180
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0036912963 0036912963 0036912963
00370288194 00370288194 00370288194
00371444444 00371444444 00371444444
00372601852 00372601852 00372601852
00373759259 00373759259 00373759259
00374916667 00374916667 00374916667
00376074074 00376074074 00376074074
00377231481 00377231481 00377231481
00378390046 00378390046 00378390046
00379546296 00379546296 00379546296
00380704861 00380704861 00380704861
00381861111 00381861111 00381861111
00383018519 00383018519 00383018519
00384175926 00384175926 00384175926
00385333333 00385333333 00385333333
00386490741 00386490741 00386490741
00387648148 00387648148 00387648148
00388806713 00388806713 00388806713
00389962963 00389962963 00389962963
0039112037 0039112037 0039112037
00392277778 00392277778 00392277778
00393435185 00393435185 00393435185
00394592593 00394592593 00394592593
0039575 0039575 0039575
00396907407 00396907407 00396907407
00398064815 00398064815 00398064815
0039922338 0039922338 0039922338
0040037963 0040037963 0040037963
00401537037 00401537037 00401537037
00402694444 00402694444 00402694444
00403851852 00403851852 00403851852
00405009259 00405009259 00405009259
00406166667 00406166667 00406166667
00407325231 00407325231 00407325231
00408481481 00408481481 00408481481
00409638889 00409638889 00409638889
00410796296 00410796296 00410796296
00411953704 00411953704 00411953704
00413112269 00413112269 00413112269
00414268519 00414268519 00414268519
00415427083 00415427083 00415427083
00416583333 00416583333 00416583333
00417741898 00417741898 00417741898
00418898148 00418898148 00418898148
00420055556 00420055556 00420055556
00421212963 00421212963 00421212963
0042237037 0042237037 0042237037
00423528935 00423528935 00423528935
00424685185 00424685185 00424685185
0042584375 0042584375 0042584375
00427 00427 00427
00428157407 00428157407 00428157407
00429314815 00429314815 00429314815
00430472222 00430472222 00430472222
0043162963 0043162963 0043162963
00432787037 00432787037 00432787037
00433945602 00433945602 00433945602
00435101852 00435101852 00435101852
00436260417 00436260417 00436260417
00437416667 00437416667 00437416667
00438574074 00438574074 00438574074
00439731481 00439731481 00439731481
00440888889 00440888889 00440888889
00442046296 00442046296 00442046296
00443203704 00443203704 00443203704
00444362269 00444362269 00444362269
00445518519 00445518519 00445518519
00446675926 00446675926 00446675926
00447833333 00447833333 00447833333
00448990741 00448990741 00448990741
00450148148 00450148148 00450148148
00451305556 00451305556 00451305556
0045246412 0045246412 0045246412
0045362037 0045362037 0045362037
00454778935 00454778935 00454778935
00455935185 00455935185 00455935185
00457092593 00457092593 00457092593
0045825 0045825 0045825
00459407407 00459407407 00459407407
00460565972 00460565972 00460565972
00461722222 00461722222 00461722222
00462880787 00462880787 00462880787
00464037037 00464037037 00464037037
00465195602 00465195602 00465195602
00466351852 00466351852 00466351852
00467509259 00467509259 00467509259
00468667824 00468667824 00468667824
00469824074 00469824074 00469824074
00470982639 00470982639 00470982639
00472138889 00472138889 00472138889
00473297454 00473297454 00473297454
00474453704 00474453704 00474453704
00475611111 00475611111 00475611111
00476768519 00476768519 00476768519
00477925926 00477925926 00477925926
00479084491 00479084491 00479084491
00480240741 00480240741 00480240741
00481399306 00481399306 00481399306
00482555556 00482555556 00482555556
0048371412 0048371412 0048371412
0048487037 0048487037 0048487037
00486027778 00486027778 00486027778
00487186343 00487186343 00487186343
00488342593 00488342593 00488342593
00489501157 00489501157 00489501157
00490657407 00490657407 00490657407
00491815972 00491815972 00491815972
00492972222 00492972222 00492972222
0049412963 0049412963 0049412963
00495287037 00495287037 00495287037
00496444444 00496444444 00496444444
00497603009 00497603009 00497603009
00498759259 00498759259 00498759259
00499917824 00499917824 00499917824
00501074074 00501074074 00501074074
00502232639 00502232639 00502232639
00503388889 00503388889 00503388889
00504546296 00504546296 00504546296
00505704861 00505704861 00505704861
00506861111 00506861111 00506861111
00508019676 00508019676 00508019676
00509175926 00509175926 00509175926
00510334491 00510334491 00510334491
00511490741 00511490741 00511490741
00512648148 00512648148 00512648148
00513806713 00513806713 00513806713
00514962963 00514962963 00514962963
00516121528 00516121528 00516121528
00517277778 00517277778 00517277778
00518436343 00518436343 00518436343
00519592593 00519592593 00519592593
00520751157 00520751157 00520751157
00521907407 00521907407 00521907407
00523064815 00523064815 00523064815
00524222222 00524222222 00524222222
0052537963 0052537963 0052537963
00526538194 00526538194 00526538194
00527694444 00527694444 00527694444
00528853009 00528853009 00528853009
00530009259 00530009259 00530009259
00531166667 00531166667 00531166667
00532324074 00532324074 00532324074
00533481481 00533481481 00533481481
00534640046 00534640046 00534640046
00535796296 00535796296 00535796296
00536954861 00536954861 00536954861
00538111111 00538111111 00538111111
00539269676 00539269676 00539269676
00540425926 00540425926 00540425926
00541583333 00541583333 00541583333
00542741898 00542741898 00542741898
00543898148 00543898148 00543898148
00545056713 00545056713 00545056713
00546212963 00546212963 00546212963
00547371528 00547371528 00547371528
00548527778 00548527778 00548527778
00549685185 00549685185 00549685185
00550842593 00550842593 00550842593
00552 00552 00552
00553158565 00553158565 00553158565
00554314815 00554314815 00554314815
0055547338 0055547338 0055547338
0055662963 0055662963 0055662963
00557788194 00557788194 00557788194
00558944444 00558944444 00558944444
00560101852 00560101852 00560101852
00561260417 00561260417 00561260417
00562416667 00562416667 00562416667
00563575231 00563575231 00563575231
00564731481 00564731481 00564731481
00565890046 00565890046 00565890046
00567046296 00567046296 00567046296
00568203704 00568203704 00568203704
00569361111 00569361111 00569361111
00570518519 00570518519 00570518519
00571677083 00571677083 00571677083
00572833333 00572833333 00572833333
00573991898 00573991898 00573991898
00575148148 00575148148 00575148148
00576306713 00576306713 00576306713
00577462963 00577462963 00577462963
0057862037 0057862037 0057862037
00579777778 00579777778 00579777778
00580935185 00580935185 00580935185
0058209375 0058209375 0058209375
0058325 0058325 0058325
00584408565 00584408565 00584408565
00585564815 00585564815 00585564815
00586722222 00586722222 00586722222
00587880787 00587880787 00587880787
00589037037 00589037037 00589037037
00590195602 00590195602 00590195602
00591351852 00591351852 00591351852
00592510417 00592510417 00592510417
00593666667 00593666667 00593666667
00594825231 00594825231 00594825231
00595981481 00595981481 00595981481
00597138889 00597138889 00597138889
00598297454 00598297454 00598297454
00599453704 00599453704 00599453704
00600612269 00600612269 00600612269
00601768519 00601768519 00601768519
00602927083 00602927083 00602927083
00604083333 00604083333 00604083333
00605240741 00605240741 00605240741
00606399306 00606399306 00606399306
00607555556 00607555556 00607555556
0060871412 0060871412 0060871412
0060987037 0060987037 0060987037
00611028935 00611028935 00611028935
00612185185 00612185185 00612185185
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0061334375 0061334375
006145 006145
00615657407 00615657407
00616815972 00616815972
00617972222 00617972222
00619130787 00619130787
00620287037 00620287037
00621445602 00621445602
0036912963
00370288194
00371444444
00372601852
00373759259
00374916667
00376074074
00377231481
00378390046
00379546296
00380704861
00381861111
00383018519
00384175926
00385333333
00386490741
00387648148
00388806713
00389962963
0039112037
00392277778
00393435185
00394592593
0039575
00396907407
00398064815
0039922338
0040037963
00401537037
00402694444
00403851852
00405009259
00406166667
00407325231
00408481481
00409638889
00410796296
00411953704
00413112269
00414268519
00415427083
00416583333
00417741898
00418898148
00420055556
00421212963
0042237037
00423528935
00424685185
0042584375
00427
00428157407
00429314815
00430472222
0043162963
00432787037
00433945602
00435101852
00436260417
00437416667
00438574074
00439731481
00440888889
00442046296
00443203704
00444362269
00445518519
00446675926
00447833333
00448990741
00450148148
00451305556
0045246412
0045362037
00454778935
00455935185
00457092593
0045825
00459407407
00460565972
00461722222
00462880787
00464037037
00465195602
00466351852
00467509259
00468667824
00469824074
00470982639
00472138889
00473297454
00474453704
00475611111
00476768519
00477925926
00479084491
00480240741
00481399306
00482555556
0048371412
0048487037
00486027778
00487186343
00488342593
00489501157
00490657407
00491815972
00492972222
0049412963
00495287037
00496444444
00497603009
00498759259
00499917824
00501074074
00502232639
00503388889
00504546296
00505704861
00506861111
00508019676
00509175926
00510334491
00511490741
00512648148
00513806713
00514962963
00516121528
00517277778
00518436343
00519592593
00520751157
00521907407
00523064815
00524222222
0052537963
00526538194
00527694444
00528853009
00530009259
00531166667
00532324074
00533481481
00534640046
00535796296
00536954861
00538111111
00539269676
00540425926
00541583333
00542741898
00543898148
00545056713
00546212963
00547371528
00548527778
00549685185
00550842593
00552
00553158565
00554314815
0055547338
0055662963
00557788194
00558944444
00560101852
00561260417
00562416667
00563575231
00564731481
00565890046
00567046296
00568203704
00569361111
00570518519
00571677083
00572833333
00573991898
00575148148
00576306713
00577462963
0057862037
00579777778
00580935185
0058209375
0058325
00584408565
00585564815
00586722222
00587880787
00589037037
00590195602
00591351852
00592510417
00593666667
00594825231
00595981481
00597138889
00598297454
00599453704
00600612269
00601768519
00602927083
00604083333
00605240741
00606399306
00607555556
0060871412
0060987037
00611028935
00612185185
Page 7: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom7

How to Assess Data Quality Measured BER is not practical

Requires known data in the stream ndash not possible with encryption Takes a long time to measure low BERs

Bit error probability (BEP) howeverhellip Does not require any known data Can be determined quickly and accurately from demodulator statistics Is an unbiased quality metric regardless of channel impairments When calibrated per a standardized procedure DQM based on BEP allows DQE

from multiple vendors to interoperate

Each vendor can use their own algorithm for developing BEP DQM is calculated directly from BEP

Use of Likelihood Ratio leads to maximum likelihood BSS algorithms Converted to 16-bit integer on log scale

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom8

Definition of DQM Start with BEP derived within demod Likelihood Ratio (LR) = (1 - BEP) BEP DQM = min (round (log10 (LR) 12 (2^16)) 2^16 -1)

16-bit unsigned integer ranges from 0 to 65535

Easily reversed LR = 10^(-12 DQM 2^16) BEP = 1 (1 + LR)

Define ldquoQrdquo as the ldquoUserrsquos DQMrdquo Q = 12 DQM 65535 Represents the exponent of 10 in the BEP Examples

Q = 3 BEP = 1e-3 Q = 7 BEP = 1e-7

Arbitrarily cap Q at ldquoa perfect 10rdquo

BEP LR DQM Q05 100 0 000

1E-01 111111E-01 5211 0951E-02 101010E-02 10899 2001E-03 100100E-03 16382 3001E-04 100010E-04 21845 4001E-05 100001E-05 27307 5001E-06 100000E-06 32768 6001E-07 100000E-07 38229 7001E-08 100000E-08 43691 8001E-09 100000E-09 49152 9001E-10 100000E-10 54613 10001E-11 100000E-11 60075 10001E-12 100000E-12 65535 1000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom9

DQE Format

Header 16-bit sync pattern (0xFAC4)

MSB first 1111101011000100 8-bit reserved word potentially for packet header version number (currently 0) 8-bit reserved word potentially for source ID tag (currently 0) 16-bit DQM

Payload data User selectable length (128 le N le 16536) Defaults to 4096

16-bitSync

Pattern 8-bi

tW

ord 16-bitDQM N bits of payload data (128 le N le 16536)8-

bit

Wor

d

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom10

Calibration of DQM Calibrate DQM under various channel impairments

AWGN ndash static level AWGN ndash dynamic level (step response) Dropouts In-band and adjacent channel interference Phase noise Timing jitter Static multipath

Test procedures are being developed to evaluate accuracy of DQM Targeted for inclusion in IRIG 118

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom11

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom12

DQM Calibration in AWGN Required as a baseline for all other tests

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom13

DQM Step Response Assesses timeliness of DQM values UUT stays synchronized during test

One block at each step is a blend of the two states

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom14

DQM Fade Recovery Includes UUT synchronization time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom15

DQM Interference Test Interference is not AWGN but it causes bit errors

Diversity Combining

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom17

Maximal Ratio Combining Many telemetry systems utilize diversity reception

Frequency separation using two transmitter Orthogonal polarizations using cross-polarized antenna feeds

Combining two (or more) copies of the same signal Diversity combining Creates a third signal to be demodulated BER performance of third signal is better than either of the individual signals

Special case ndash the leading use of diversity Linearly polarized transmit antenna on test article ndash could be at any orientation Left-hand and right-hand circularly polarized receive antennas Each receive antenna loses half the transmit power Diversity combiner puts it all back together eliminating the polarization loss Frequency diversity works the same way but uses twice the bandwidth

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom18

Maximal Ratio Combining

Weight each signal in proportion to its SNR and add Yields optimum SNR on combined channel in AWGN SNRcombined = SNRa + SNRb

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom19

Maximal Ratio Combining

Jump to file diversity-combiner-videomp4 Or click to view on our website Combining Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom20

BER Results - Fading Signals

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom21

Measured Combiner BER - Tier 0

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom22

Measured Combiner BER - Tier I

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom23

Measured Combiner BER - Tier II

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom24

Combiner Summary Receive-side processing

No transmitter impact

Phase aligns the signals Forms weighted sum of two inputs SNR of the weighted sum is at least as high as the better signal May be as much as 3 dB higher (equal input case) Conventional combiner design assumes signals are time-aligned

Performance falls off rapidly with increasing time skew Combiner will probably fail altogether at plusmn frac12 bit time skew

Some combiners do both phase alignment and time alignment Supports operation with spatially separated antennas

If you have access to two copies of the signal use them

Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom26

Telemetry Channels are Bursty

Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude

00E+00

50E+06

10E+07

15E+07

20E+07

25E+07

0 500 1000 1500 2000 2500

Elapsed Time - Seconds

Bit

Erro

rs

ERR NDERR DBS

Figure from Robert Jefferis Tybrin Edwards AFB Reprinted by permission of the author

In a typical flight test the vast majority of bit errors occur at dropouts

Chart3 (2)

LA DBS
1
1
1
096875
09761904762
09807692308
09838709677
09861111111
0987804878
09891304348
09901960784
09910714286
09918032787
09924242424
09929577465
09934210526
09938271605
09941860465
09945054945
09947916667
0995049505
09952830189
09954954955
09956896552
09958677686
0996031746
09961832061
09963235294
09964539007
09965753425
09966887417
09967948718
09968944099
09969879518
09970760234
09971590909
09972375691
0997311828
0997382199
09974489796
09975124378
09975728155
09976303318
09976851852
09977375566
09977876106
09956709957
09957627119
09958506224
09959349593
09960159363
099609375
09961685824
09962406015
09963099631
09963768116
09964412811
09965034965
09965635739
09966216216
09966777409
09967320261
09967845659
0996835443
09968847352
09969325153
0996978852
09970238095
09970674487
09971098266
09971509972
09971910112
09972299169
09972677596
09973045822
09973404255
09973753281
09974093264
09974424552
09974747475
09975062344
09975369458
099756691
09975961538
09976247031
09976525822
09976798144
0997706422
09977324263
09977578475
09977827051
09978070175
09978308026
09978540773
09978768577
09978991597
09979209979
09979423868
09979633401
0997983871
0998003992
09980237154
09980430528
09980620155
09980806142
09980988593
09981167608
09981343284
09981515712
09981684982
0998185118
09982014388
09982174688
09982332155
09982486865
09982638889
09982788296
09982935154
09983079526
09983235541
09983361065
0998349835
09983633388
09983766234
0998389694
09984025559
09984152139
0998427673
09984399376
09984520124
09984639017
09984756098
09984871407
09984984985
0998509687
09985207101
09985315712
09985422741
0998552822
09985632184
09985734665
09985835694
09985935302
0998603352
09986130374
09986225895
09986320109
09986413043
09986504723
09986595174
09986684421
09986772487
09986859396
0998694517
09987029831
09987113402
09987195903
09987277354
09987357775
09987437186
09987515605
09987593052
09987669544
09987745098
09987819732
09987893462
09987966306
09988038278
09988109394
09988179669
09988249119
09988317757
09988385598
09988452656
09988518944
09988584475
09988649262
09988713318
09988776655
09988839286
09988901221
09988962472
09989023052
09989082969
09989142237
09989200864
09989258861
09989316239
09989373007
09989429175
09989484753
09989539749
09989594173
09989648033
09989701339
09989754098
0998980632
09989858012
09989909183
09989959839
0999000999
09990059642
09990108803
0999015748
09990210475
09990253411
09990300679
0999034749
09990393852
0994744386
09938154139

Chart1

EFS ND
EFS DBS
1
0
11
6
21
16
31
24
41
34
50
43
59
52
69
62
79
72
88
81
97
90
106
99
115
108
124
117
134
127
141
134
149
142
158
151
165
158
174
167
184
177
193
186
202
195
211
204
220
213
229
222
239
232
246
240
253
247
261
255
271
265
280
274
290
284
299
293
308
302
318
312
327
321
337
331
346
340
356
350
363
357
372
366
381
375
390
384
399
393
409
403
413
410
419
420
421
430
421
440
421
450
435
460
444
470
453
480
462
490
472
500
481
510
488
520
496
530
506
540
516
550
526
560
536
570
543
580
553
590
562
600
572
610
581
620
591
630
600
640
608
650
617
660
623
670
626
680
636
690
639
700
639
710
639
720
642
730
646
740
651
750
659
760
667
769
674
779
677
789
680
799
689
809
692
819
692
829
693
839
694
849
694
859
694
869
695
879
696
889
698
899
699
909
702
919
707
929
713
939
721
949
727
959
731
969
738
979
746
989
747
999
747
1009
747
1019
747
1029
747
1039
753
1049
755
1059
755
1069
755
1079
755
1089
755
1099
755
1109
755
1119
755
1129
758
1139
763
1149
770
1159
777
1169
785
1179
794
1189
801
1199
809
1209
814
1219
815
1229
821
1239
826
1249
832
1259
837
1269
842
1279
842
1289
844
1299
844
1309
844
1319
847
1329
854
1339
858
1349
858
1359
858
1369
858
1379
860
1389
860
1399
860
1409
860
1419
861
1429
862
1439
862
1449
862
1459
862
1469
862
1479
862
1489
862
1499
863
1509
863
1517
866
1527
866
1537
866
1547
866
1557
866
1567
867
1577
867
1587
867
1597
867
1607
867
1617
867
1627
867
1637
867
1647
867
1657
867
1667
867
1677
867
1687
867
1697
867
1707
867
1717
867
1727
867
1737
867
1747
867
1757
867
1767
867
1777
867
1787
867
1797
867
1807
867
1817
867
1827
867
1837
867
1847
867
1857
867
1867
867
1877
867
1887
867
1896
867
1906
867
1913
867
1922
867
1929
867
1936
867
1941
867
1944
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945
867
1945

Chart2

SES ND
SES DBS
UNA ND
Time hrminsec
Severe Error Seconds
SES and UNA Accumulation HistoryARTM flight 78 Eastbound Supersonic Corridor
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
0
1
0
3
2
0
6
2
0
13
2
0
11
2
13
11
2
23
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
17
11
2
28
11
2
38
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
36
11
2
47
11
2
57
11
2
67
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
11
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
13
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
14
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
15
2
77
16
2
77
21
2
77
28
2
77
23
2
93
23
2
103
23
2
113
23
2
112
29
2
112
23
2
129
23
2
139
23
2
149
23
2
159
23
11
169
23
13
179

Chart3

LA ND
LA DBS
1
1
1
1
1
1
1
096875
1
09761904762
1
09807692308
1
09838709677
1
09861111111
1
0987804878
1
09891304348
1
09901960784
1
09910714286
1
09918032787
1
09924242424
1
09929577465
1
09934210526
1
09938271605
1
09941860465
1
09945054945
1
09947916667
1
0995049505
1
09952830189
1
09954954955
1
09956896552
1
09958677686
1
0996031746
1
09961832061
1
09963235294
1
09964539007
1
09965753425
1
09966887417
1
09967948718
1
09968944099
1
09969879518
1
09970760234
1
09971590909
1
09972375691
1
0997311828
1
0997382199
1
09974489796
1
09975124378
1
09975728155
1
09976303318
1
09976851852
1
09977375566
1
09977876106
09935205184
09956709957
09873150106
09957627119
09730848861
09958506224
09513184584
09959349593
09324055666
09960159363
09454191033
099609375
09464627151
09961685824
0947467167
09962406015
09484346225
09963099631
09493670886
09963768116
09502664298
09964412811
09511343805
09965034965
09519725557
09965635739
09527824621
09966216216
09535655058
09966777409
09543230016
09967320261
09550561798
09967845659
09557661927
0996835443
09564541213
09968847352
09571209801
09969325153
09577677225
0996978852
09583952452
09970238095
09590043924
09970674487
09595959596
09971098266
0960170697
09971509972
09607293128
09971910112
09612724758
09972299169
09618008186
09972677596
09623149394
09973045822
0962815405
09973404255
09488859764
09973753281
0936610608
09974093264
09399744572
09974424552
09407313997
09974747475
09414694894
09975062344
09421894219
09975369458
09428918591
099756691
0943577431
09975961538
09442467378
09976247031
09449003517
09976525822
09455388181
09976798144
09461626575
0997706422
09467723669
09977324263
09473684211
09977578475
09479512735
09977827051
09485213582
09978070175
09490790899
09978308026
0949624866
09978540773
09501590668
09978768577
09506820567
09978991597
09511941848
09979209979
09516957862
09979423868
09521871821
09979633401
09526686808
0997983871
09531405783
0998003992
09536031589
09980237154
0954056696
09980430528
09545014521
09980620155
09549376798
09980806142
0955365622
09980988593
09557855127
09981167608
09561975769
09981343284
09566020314
09981515712
09569990851
09981684982
09573889393
0998185118
0957771788
09982014388
09581478183
09982174688
09488084731
09982332155
09405074366
09982486865
09323503903
09982638889
09243336199
09982788296
09249786871
09982935154
09256128487
09983079526
09262363789
09983235541
09268495428
09983361065
09274525969
0998349835
0928045789
09983633388
09286293593
09983766234
09292035398
0998389694
09297685555
09984025559
09303246239
09984152139
0930871956
0998427673
0931410756
09984399376
0931941222
09984520124
09324635457
09984639017
09329779132
09984756098
09334845049
09984871407
09339834959
09984984985
09344750558
0998509687
09349593496
09985207101
09354365371
09985315712
09359067735
09985422741
09363702097
0998552822
09368269921
09985632184
0937277263
09985734665
09377211607
09985835694
09381588194
09985935302
09385903699
0998603352
0939015939
09986130374
09394356504
09986225895
09398496241
09986320109
09402579769
09986413043
09406608227
09986504723
09410582719
09986595174
09414504325
09986684421
09418374091
09986772487
0942219304
09986859396
09412915851
0998694517
09416720674
09987029831
09420476497
09987113402
09424184261
09987195903
09427844882
09987277354
09431459255
09987357775
09435028249
09987437186
09438552714
09987515605
09442033478
09987593052
09445471349
09987669544
09448867116
09987745098
09452221546
09987819732
0945553539
09987893462
09458809381
09987966306
09462044232
09988038278
09465240642
09988109394
09468399291
09988179669
09471520846
09988249119
09474605954
09988317757
09477655252
09988385598
09474899019
09988452656
09477911647
09988518944
09480889903
09988584475
09483834373
09988649262
09486745629
09988713318
09489624229
09988776655
09492470719
09988839286
09495285635
09988901221
09498069498
09988962472
0950082282
09989023052
09503546099
09989082969
09506239826
09989142237
09508904479
09989200864
09511540526
09989258861
09514148425
09989316239
09516728625
09989373007
09513998943
09989429175
09516552811
09989484753
09519079979
09989539749
09521580863
09989594173
09524055872
09989648033
09526505404
09989701339
09528929852
09989754098
09531329598
0998980632
09528636594
09989858012
09505799294
09989909183
09473156046
09989959839
09420868697
0999000999
09374068554
09990059642
09327731092
09990108803
09335956714
0999015748
09309838473
09990210475
09259620068
09990253411
09214735822
09990300679
09170284612
0999034749
09126260202
09990393852
09082656474
0994744386
09039467427
09938154139

Chart4

ERR ND
ERR DBS
Elapsed Time - Seconds
Bit Errors
Bit Error Accumulation HistoryARTM flight 78 frequency diversity 5 m antenna high altitude corridor easterly 20k ft altitude
0
2
0
26
0
26
0
41555
0
41555
2
41557
4
41559
4
41559
4
41559
8
41563
14
41569
22
41577
26
41581
34
41589
34
41589
68
41623
82
41637
94
41649
118
41673
136
41691
136
41691
142
41697
154
41709
158
41713
164
41719
172
41727
172
41727
178
41737
190
41745
198
41753
198
41753
202
41757
202
41757
206
41761
212
41767
212
41767
216
41771
216
41771
218
41773
218
41773
230
41785
232
41787
234
41789
236
41791
238
41793
238
41793
455111
60883
1306300
60883
3244655
60883
6882493
60883
7441715
60883
7441723
60883
7441727
60883
7441729
60883
7441731
60883
7441731
60883
7441733
60883
7441739
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441747
60883
7441753
60883
7441753
60883
7441755
60883
7441755
60883
7441757
60883
7441757
60883
7441759
60883
7441767
60883
7441773
60883
7441797
60883
7441845
60883
7441845
60883
7441917
60883
8389029
60883
8418363
60883
8418429
60883
8418533
60883
8418625
60883
8418649
60883
8418769
60889
8418795
60889
8418867
60889
8418937
60889
8418941
60889
8419891
60889
8423291
60889
8423751
60889
8424419
60889
8425325
60889
8426223
60889
8426561
60889
8427649
60889
8428241
60889
8428341
60889
8428421
60889
8428491
60889
8428529
60889
8428561
60889
8428627
60889
8428717
60889
8428747
60889
8428751
60889
8429441
60889
8431061
60889
8432865
60889
8435265
60889
8436525
60889
8436565
60889
8436633
60889
8437273
60889
10546482
60889
11523904
60889
12122006
60889
12902569
60889
12905622
60889
12906068
60889
12906196
60889
12906246
60889
12906262
60889
12906272
60889
12906286
60889
12906302
60889
12906332
60889
12906356
60889
12906388
60889
12906452
60889
12907164
60889
12907196
60889
12907216
60889
12907256
60889
12907300
60889
12907446
60889
12907500
60889
12907802
60889
12907944
60889
12907984
60889
12908002
60889
12908050
60889
12915334
60889
12915890
60889
12916062
60889
12916368
60889
12917424
60889
12917612
60889
12919282
60889
12919502
60889
12920094
60889
12920542
60889
12921018
60889
12921360
60889
12950485
60889
12953417
60889
12955543
60889
12955837
60889
12958545
60917
12958685
60917
12961813
60917
12964137
60917
12965119
60917
12965901
60917
12966433
60917
12968037
60917
12968811
60917
12969943
60917
12970133
60917
12970893
60917
12972463
60917
12973469
60917
12974725
60917
12977483
60917
12988390
60917
12992040
60917
12993836
60917
12995140
60917
12997858
60917
13000280
60917
13000986
60917
13006560
60917
13009966
60917
13013370
60917
13019200
60917
13022478
60917
13026006
60917
13028008
60917
13031052
60917
13035850
60917
13054558
60917
13070358
60917
13076908
60917
13078830
60917
13080042
60917
13082014
60917
13082710
60919
13084412
60919
13094909
60929
13165973
60931
15925826
60939
21779923
60947
32657370
60965
45898031
61053
45904033
61223
49793500
61471
69086529
61639
93851104
61827
118870561
62105
143968305
63907
168991872
215373
193965216
249045
218989101
276945
243962303
17010756
268810939
41387129
293983858
66553166
318932313
91502733
343805753
96245442
368754298
96987496
393802939
97498851

FIREBERD1_07_22_2004_Midway

jefferis robertLOS both systems LOS of ND system lost prior to this time
jefferis robertturn into eastbound run major signal disturbance on both receivers
jefferis robertclassic 2-ray MP cycles
jefferis robertthis is eastbound run on high-speed super corridor includes turn around 010048

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom27

Synchronization Test IRIG 118-12 Procedure 74 (Flat Fade Recovery Test) Transmit randomized ones pattern Measure time at which output becomes ldquoall (or mostly) onesrdquo

IRIG Randomizer Modulator Add Noise

Noise

Switch

Demodwith

DerandomizerTimer

OnesDetector

All ones

Controller

Start

Stop

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom28

Typical Sync Test

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom29

Synchronization Parameters Modulation technique

Tier 0 uses more bandwidth ndash easier to synchronize to Tier I is spectrally compact making it slippery ndash synchronization is more difficult

Trellis demodulation helps achieve sync

Tier II is even more compact ndash synchronization takes longer

Bit rate Fixed-duration tasks amount to more bits at high bit rates

Signal to noise ratio Sync times will be longer at low SNR

Synchronization threshold SNR at which the demodulator can acquire sync

Sync loss threshold SNR at which a synchronized demodulator will drop sync

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom30

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom31

Tier I Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom32

Tier 0 Synchronization

Channel 1 2

Combiner

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom33

Low SNR Synchronization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom34

Synchronization Summary

The aeronautical telemetry channel is plagued with dropouts

Rapid synchronization and synchronization at low SNR is the best means of minimizing the impact of these dropouts

IRIG 118 defines test procedures for measuring sync time and sync thresholds

Pay attention to synchronization performance

Adjacent Channel Interference

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom36

PSD is Half the Story

Overall spectral efficiency is determined by spacing between channels

Receiver selectivity affects channel spacing A valid comparison must account for both

transmitted spectrum and ldquotolerablerdquo receiver filtering

Not all modulations are equally ldquotolerantrdquo of IF filtering and interference

Multi-channel testing accounts for these factors

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom37

Multi-channel ACI Test Set

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom38

9 Mbps Multi-h CPM Multichannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom39

BER as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom40

Degradation as a Function of ∆F

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom41

IC=20 dB

ACI Summary

From

Gen

e La

w ldquo

Rec

omm

ende

d M

inim

um T

elem

etry

Fre

quen

cy

Spac

ing

With

CPF

SK C

PM S

OQ

PSK

and

FQ

PSK

Sign

alsrdquo

ITC

200

3

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom42

Frequency Separation Rulewhere

bull ΔF0 = the minimum center frequency separation in MHzbull Rs = bit rate of desired signal in Mbsbull Ri = bit rate of interfering signal in Mbs

ΔF0 = asRs + aiRi

The NRZ PCMFM signals are assumed to be premodulation filtered with a multi-pole filter with 3 dB point of 07 times the bit rate and the peak deviation is assumed to be approximately 035 times the bit rate

The receiver IF filter is assumed to be no wider than 15 times the bit rate and provides at least 6 dB of attenuation of the interfering signal

The interfering signal is assumed to be no more than 20 dB stronger than the desired signal The receiver is assumed to be operating in linear mode no significant intermodulation products or spurious

responses are present

Sheet1

Sheet2

Sheet3

Multipath Propagation

Brace yourselfGreek symbols ahead

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom44

Multipath Propagation

The picture cant be displayed

Dry lake bed = smooth reflecting surface

Narrow beam receive antennaAirborne transmitter Line-of-sight communications link

Irregular terrain

Low elevation angle

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom45

Assumptions Channel can be modeled as a linear time-invariant

(LTI) system over ldquoshort enoughrdquo time interval

Line-of-sight propagation path

L-1 multipath propagation paths

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

Complex-valued path loss

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom46

2-Ray Transfer Function Magnitude of first multipath reflection Γ1 ldquosweep raterdquo of multipath null ~

(dB)

1 (0 dB)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom47

3-Ray Transfer Function

1 (0 dB)

M

D

(dB)

(3-Ray Model)(dB)

(2-Ray Model)

Figure from DrMichael Rice BYU Telemetry Laboratory Provo Utah Reprinted by permission of the author

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom48

Multipath on the Tarmac

Nearly static frequency selective long delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom49

Multipath in Flight Dynamic frequency selective and flat fading various delays

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom50

Multipath Summary

If your test article operates near the ground you are quite likely experiencing multipath

If so there will be intervals during which no useful data is recovered

Loss of bit count integrity is likely Encrypted links will lose crypto sync

What to do Stay tuned for the ldquoAdaptive Equalizerrdquo discussion

Adaptive Equalization

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom52

Multipath is Ugly

Equalization can turn

this intohellip this

Actual multipath from aircraft on the tarmac at Edwards AFB

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom53

Adaptive Equalization

Consider the multipath channel to be a filter Varies over time

Consider building a filter which ldquoundoesrdquo the filtering imposed by the channel Let it keep track of the the channel and continuously adapt itself

to the channel

Presto You have an adaptive equalizer Can repair damage done by multipath Works with a single receiver Requires no bandwidth expansion Requires no changes to the transmitter

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom54

Equalizer Techniques

JG Proakis Digital Communications 1989 2nd Edition

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom55

Generic Adaptive Equalizer

Equalizer DecisionDevice

EqualizerAdjustment

ErrorCalculation

TrainingSequence

SymbolStatistics

Training Mode Blind Mode

Decision-Directed Mode

Transmitted Signal

Received Signal Recovered

Data

EqualizedSignal

Error

Tap Weights

RFChannel

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom56

Adaptive EQ - Adapting

Jump to file equalizer-out-pcmfm-3ray-dynamic-videomp4 Or click to view on our website PCMFM Adaptive Equalizer Video

Jump to file equalizer-out-soqpsk-3ray-dynamic-videomp4 Or click to view on our website SOQPSK Adaptive Equalizer Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom57

Adaptive Equalizer in Action Jump to file rdms-rackmount-receiver-adaptive-equalizer-

demonstration-videomp4 Or click to view on our website Adaptive Equalizer Demonstration Video

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom58

Adaptive Equalizer Summary Adaptive equalizer can ldquoundordquo multipath distortion Requires no changes at the transmit end

If available a training sequence can be helpful

Effectiveness of equalizer depends on the severity of the multipath

Well-designed equalizers monitor their own performance and disengage when they are doing badly This must be done without losing bit count integrity

If you have multipath use an equalizer

Performance Evaluation of Adaptive Equalizers

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom60

So Many Channelshellip

Each path is characterized by Delay Amplitude Phase shift (potentially time-varying)

2 3 or more paths Modulation matters SNR matters Need a 10-dimensional universe to plot the

results Way too many test points

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom61

Letrsquos Simplify

Stick to 2-ray model Easy to synthesize Still allows a range of channels from easy to impossible Maybe we add a third ray for a limited set of tests

Stick to one SNR High enough that the equalizer works on mitigating multipath not

rejecting noise Not so high that there are never any bit errors Should reflect actual use cases Propose 20 dB

Limited set of amplitudes and delays Many phase angles

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom62

Proposed Signal Conditions

Pick a carrier frequency How many Nulls ldquosweep fasterrdquo at higher frequencies (dynamic case only)

20 dB SNR (without multipath) Tier 0 I and II

Tier 0 1 5 10 20 Mbps Tier I and Tier II 2 10 20 and 40 Mbps

Areas for further research STC ndash different multipath on each signal hmmmhellip LDPC ndash six codes

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom63

Proposed Static Channels

Channel response depends on Carrier frequency Delay Reflection amplitude Reflection phase

Delays (in bits) of 05 1 2 5 10 20 and 50 Delays much shorter than 05 bit are essentially flat fades where

the signal power is simply gone EQ cannot help Amplitudes of 05 to 09 in steps of 01

For bonus points include 095 and 098

Phases of 0deg to 360deg in 10deg steps

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom64

What is the Measured Value

Must be observable with EQ both on and off Bit error rate is universally understood DQM is readily computed from BER

With calibration DQM is much more quickly measured

Remind me again what is DQM

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom65

Definition of DQM (aka Q)

To a statistician DQM is the ldquoLog Likelihood Ratiordquo Start with probability of error P

Be practical 05 lt P lt 1e-12 BEP derived within demod BER measured with a BERT

Likelihood Ratio (LR) = P (1 ndash P) Q = min (-log10(LR) 12) Easily reversed

P = 10-Q (1 + 10-Q)

Short version Q = 5 P = 1e-5

P Q05 0000

1E-01 09541E-02 19961E-03 30001E-04 40001E-05 50001E-06 60001E-07 70001E-08 80001E-09 90001E-10 100001E-11 110001E-12 12000

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom66

DQM Calibration Fixture Synthesize ldquoimpairedrdquo RF signal Recover the ldquocorruptedrdquo data (with clock) Extract the frame sync word including DQM Measure BER of payload data Compare DQM (converted to BEP) to measured BER

Recorded and stored on a packet-by-packet basis

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom67

Test Procedure

Set frequency modulation and bit rate Turn the equalizer off Set EbN0 to 20 dB Set direct path to delay 0 amplitude 1 angle 0 Enable multipath Set reflected path delay and amplitude Loop through delayed path phase

0 degrees to 360 degrees in 10 degree steps Record DQM at each step or record BER and calculate DQM Plot DQM versus phase in polar form

Turn equalizer on and repeat If two test units are available test EQ on and EQ off at the same time

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom68

Grading the Tests

Measure BER with EQ on and off then compute DQM If your DQM is well calibrated measure DQM directly

Plot DQM vs delay path phase in polar form Radius = DQM Angle = phase of delayed path

Result will be a distorted ldquohooprdquo Bigger radius is better Some angles will be worse than others

Compute the area of each ldquohooprdquo for EQ on and off ldquoEqualizer Benefitrdquo = Areaon ndash Areaoff

Since the radius is (essentially) the logarithm of the BER the difference is the number of orders of magnitude improvement in BER

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom69

DQM Calibration

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom70

No Multipath No Problem

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom71

0-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom72

30-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom73

60-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom74

90-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom75

120-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom76

150-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom77

180-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom78

210-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom79

240-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom80

270-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom81

300-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom82

330-100-09

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom83

360-100-09

Test Results Examples

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom85

10 Mbps SOQPSK 1 bit Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom86

10 Mbps SOQPSK 2 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom87

10 Mbps SOQPSK 5 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom88

10 Mbps SOQPSK 10 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom89

10 Mbps SOQPSK 20 Bits Delay

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom90

What About Dynamics

Most pronounced effect of target motion is variation in phase of the reflected path Manifests as spectral nulls sweeping through spectrum

Proposal Stress the equalizer by sweeping the null faster and faster until

the EQ benefit starts to drop Similar to the Break Frequency test for combiners

Figure of merit becomes the ldquoBreak Frequencyrdquo of the equalizer

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom91

What Can we Measure

Measure the BER averaged over all phases Correlates with moving test article Convert to DQM Or measure DQM but average it correctly (see next slide)

For consistency with the static plots plot DQM versus ldquospin raterdquo

Plot multiple delay path amplitudes on one chart Separate charts for each delay value

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom92

Equalizer Break Frequency

April 2020 TM SmorgasbordTerry Hill - thillquasonixcom93

Course Outline ndash Day 3

Impairment Mitigation Techniques Adaptive Equalization Best Source Selection Best Channel Selection Space-Time Coding (STC) Low Density Parity Check (LDPC) Coding

Using All the Tools Together Performance Comparison amp Summary Link Budgets

  • Telemetry Smorgasbord
  • Course Outline ndash Day 2
  • Side by Side Summary
  • BER Performance Comparison
  • Todayrsquos Modulation Tour
  • Data Quality Metric (DQM)
  • How to Assess Data Quality
  • Definition of DQM
  • DQE Format
  • Calibration of DQM
  • DQM Calibration Fixture
  • DQM Calibration in AWGN
  • DQM Step Response
  • DQM Fade Recovery
  • DQM Interference Test
  • Diversity Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • Maximal Ratio Combining
  • BER Results - Fading Signals
  • Measured Combiner BER - Tier 0
  • Measured Combiner BER - Tier I
  • Measured Combiner BER - Tier II
  • Combiner Summary
  • Synchronization
  • Telemetry Channels are Bursty
  • Synchronization Test
  • Typical Sync Test
  • Synchronization Parameters
  • Tier 0 Synchronization
  • Tier I Synchronization
  • Tier 0 Synchronization
  • Low SNR Synchronization
  • Synchronization Summary
  • Adjacent Channel Interference
  • PSD is Half the Story
  • Multi-channel ACI Test Set
  • 9 Mbps Multi-h CPM Multichannel
  • BER as a Function of F
  • Degradation as a Function of F
  • ACI Summary
  • Frequency Separation Rule
  • Multipath Propagation
  • Multipath Propagation
  • Assumptions
  • 2-Ray Transfer Function
  • 3-Ray Transfer Function
  • Multipath on the Tarmac
  • Multipath in Flight
  • Multipath Summary
  • Adaptive Equalization
  • Multipath is Ugly
  • Adaptive Equalization
  • Equalizer Techniques
  • Generic Adaptive Equalizer
  • Adaptive EQ - Adapting
  • Adaptive Equalizer in Action
  • Adaptive Equalizer Summary
  • Performance Evaluation of Adaptive Equalizers
  • So Many Channelshellip
  • Letrsquos Simplify
  • Proposed Signal Conditions
  • Proposed Static Channels
  • What is the Measured Value
  • Definition of DQM (aka Q)
  • DQM Calibration Fixture
  • Test Procedure
  • Grading the Tests
  • DQM Calibration
  • No Multipath No Problem
  • 0-100-09
  • 30-100-09
  • 60-100-09
  • 90-100-09
  • 120-100-09
  • 150-100-09
  • 180-100-09
  • 210-100-09
  • 240-100-09
  • 270-100-09
  • 300-100-09
  • 330-100-09
  • 360-100-09
  • Test Results Examples
  • 10 Mbps SOQPSK 1 bit Delay
  • 10 Mbps SOQPSK 2 Bits Delay
  • 10 Mbps SOQPSK 5 Bits Delay
  • 10 Mbps SOQPSK 10 Bits Delay
  • 10 Mbps SOQPSK 20 Bits Delay
  • What About Dynamics
  • What Can we Measure
  • Equalizer Break Frequency
  • Course Outline ndash Day 3
Modulation Type as ai Rs = Ri
NRZ PCMFM 1 for receivers with RLC final Intermediate Frequency (IF) filters 12 22
07 for receivers with Surface Acoustic Wave (SAW) or digital IF filters 12 19
05 with multi-symbol detectors (or equivalent devices) 12 17
FQPSK-B FQPSK-JR SOQPSK-TG 045 065 11
ARTM CPM 035 05 085
time delta t BER ORC BER ND BER DBS ERR ORC ERR ND ERR DBS EFS ORC EFS ND EFS DBS SES ORC SES ND SES DBS ES ORC ES ND ES DBS UNA ORC UNA ND UNA DBS ET ET ND ET DBS LA ND LA DBS
05309 000 000E+00 -100E+00 0 2 1 0 0 0 0 1 0 0 4 3 2 1 1
05319 1000 000E+00 530E-07 0 26 11 6 0 0 0 4 0 0 14 13 12 1 1
05329 2000 000E+00 260E-07 0 26 21 16 0 0 0 4 0 0 24 23 22 1 1
05339 3000 000E+00 278E-04 0 41555 31 24 0 1 0 6 0 0 34 33 32 1 096875
05349 4000 000E+00 208E-04 0 41555 41 34 0 1 0 6 0 0 44 43 42 1 09761904762
05359 5000 800E-09 166E-04 2 41557 50 43 0 1 1 7 0 0 54 53 52 1 09807692308
05409 6000 100E-08 139E-04 4 41559 59 52 0 1 2 8 0 0 64 63 62 1 09838709677
05419 7000 100E-08 119E-04 4 41559 69 62 0 1 2 8 0 0 74 73 72 1 09861111111
05429 8000 100E-08 104E-04 4 41559 79 72 0 1 3 9 0 0 83 83 82 1 0987804878
05439 9000 200E-08 924E-05 8 41563 88 81 0 1 3 9 0 0 94 93 92 1 09891304348
05449 10000 280E-08 832E-05 14 41569 97 90 0 1 4 10 0 0 104 103 102 1 09901960784
05459 11000 400E-08 757E-05 22 41577 106 99 0 1 5 11 0 0 114 113 112 1 09910714286
05509 12000 430E-08 693E-05 26 41581 115 108 0 1 6 12 0 0 124 123 122 1 09918032787
05519 13000 520E-08 640E-05 34 41589 124 117 0 1 7 13 0 0 134 133 132 1 09924242424
05529 14000 480E-08 594E-05 34 41589 134 127 0 1 8 14 0 0 144 143 142 1 09929577465
05539 15000 900E-08 555E-05 68 41623 141 134 0 1 10 16 0 0 154 153 152 1 09934210526
05549 16000 100E-07 521E-05 82 41637 149 142 0 1 12 18 0 0 164 163 162 1 09938271605
05559 17000 110E-07 490E-05 94 41649 158 151 0 1 13 19 0 0 174 173 172 1 09941860465
05609 18000 131E-07 463E-05 118 41673 165 158 0 1 16 22 0 0 184 183 182 1 09945054945
05619 19000 143E-07 439E-05 136 41691 174 167 0 1 17 23 0 0 194 193 192 1 09947916667
05629 20000 136E-07 417E-05 136 41691 184 177 0 1 18 24 0 0 204 203 202 1 0995049505
05639 21000 135E-07 397E-05 142 41697 193 186 0 1 18 24 0 0 214 213 212 1 09952830189
05649 22000 140E-07 379E-05 154 41709 202 195 0 1 19 25 0 0 224 223 222 1 09954954955
05659 23000 137E-07 363E-05 158 41713 211 204 0 1 20 26 0 0 234 233 232 1 09956896552
05709 24000 136E-07 348E-05 164 41719 220 213 0 1 21 27 0 0 244 243 242 1 09958677686
05719 25000 137E-07 334E-05 172 41727 229 222 0 1 22 28 0 0 254 253 252 1 0996031746
05729 26000 132E-07 321E-05 172 41727 239 232 0 1 23 29 0 0 264 263 262 1 09961832061
05739 27000 132E-07 309E-05 178 41737 246 240 0 1 26 31 0 0 274 273 272 1 09963235294
05749 28000 135E-07 298E-05 190 41745 253 247 0 1 28 33 0 0 284 283 282 1 09964539007
05759 29000 136E-07 288E-05 198 41753 261 255 0 1 30 35 0 0 294 293 292 1 09965753425
05809 30000 132E-07 278E-05 198 41753 271 265 0 1 30 35 0 0 304 303 302 1 09966887417
05819 31000 130E-07 269E-05 202 41757 280 274 0 1 31 36 0 0 314 313 312 1 09967948718
05829 32000 126E-07 261E-05 202 41757 290 284 0 1 32 37 0 0 324 323 322 1 09968944099
05839 33000 125E-07 253E-05 206 41761 299 293 0 1 32 37 0 0 334 333 332 1 09969879518
05849 34000 124E-07 246E-05 212 41767 308 302 0 1 33 38 0 0 344 343 342 1 09970760234
05859 35000 121E-07 239E-05 212 41767 318 312 0 1 33 38 0 0 354 353 352 1 09971590909
05909 36000 120E-07 232E-05 216 41771 327 321 0 1 34 39 0 0 364 363 362 1 09972375691
05919 37000 117E-07 226E-05 216 41771 337 331 0 1 34 39 0 0 374 373 372 1 0997311828
05929 38000 115E-07 220E-05 218 41773 346 340 0 1 35 40 0 0 384 383 382 1 0997382199
05939 39000 112E-07 214E-05 218 41773 356 350 0 1 35 40 0 0 394 393 392 1 09974489796
05949 40000 115E-07 209E-05 230 41785 363 357 0 1 38 43 0 0 404 403 402 1 09975124378
05959 41000 113E-07 204E-05 232 41787 372 366 0 1 39 44 0 0 414 413 412 1 09975728155
10009 42000 111E-07 199E-05 234 41789 381 375 0 1 40 45 0 0 424 423 422 1 09976303318
10019 43000 110E-07 194E-05 236 41791 390 384 0 1 42 46 0 0 434 433 432 1 09976851852
10029 44000 108E-07 190E-05 238 41793 399 393 0 1 42 47 0 0 444 443 442 1 09977375566
10039 45000 106E-07 186E-05 238 41793 409 403 0 1 43 48 0 0 454 453 452 1 09977876106
10049 46000 198E-04 265E-05 455111 60883 413 410 3 2 49 50 0 0 464 463 462 09935205184 09956709957
10059 47000 555E-04 259E-05 1306300 60883 419 420 6 2 52 50 0 0 474 473 472 09873150106 09957627119
10109 48000 128E-03 254E-05 3244655 60883 421 430 13 2 61 50 0 0 484 483 482 09730848861 09958506224
10119 49000 277E-03 249E-05 6882493 60883 421 440 11 2 58 50 13 0 494 493 492 09513184584 09959349593
10129 50000 297E-03 244E-05 7441715 60883 421 450 11 2 58 50 23 0 504 503 502 09324055666 09960159363
10139 51000 291E-03 239E-05 7441723 60883 435 460 11 2 59 50 17 0 514 513 512 09454191033 099609375
10149 52000 286E-03 234E-05 7441727 60883 444 470 11 2 60 50 17 0 524 523 522 09464627151 09961685824
10159 53000 281E-03 230E-05 7441729 60883 453 480 11 2 61 50 17 0 534 533 532 0947467167 09962406015
10209 54000 275E-03 226E-05 7441731 60883 462 490 11 2 62 50 17 0 544 543 542 09484346225 09963099631
10219 55000 270E-03 221E-05 7441731 60883 472 500 11 2 62 50 17 0 554 553 552 09493670886 09963768116
10229 56000 266E-03 217E-05 7441733 60883 481 510 11 2 64 50 17 0 564 563 562 09502664298 09964412811
10239 57000 261E-03 214E-05 7441739 60883 488 520 11 2 66 50 17 0 574 573 572 09511343805 09965034965
10249 58000 256E-03 210E-05 7441747 60883 496 530 11 2 68 50 17 0 584 583 582 09519725557 09965635739
10259 59000 252E-03 206E-05 7441747 60883 506 540 11 2 68 50 17 0 594 593 592 09527824621 09966216216
10309 60000 248E-03 203E-05 7441747 60883 516 550 11 2 68 50 17 0 604 603 602 09535655058 09966777409
10319 61000 244E-03 200E-05 7441747 60883 526 560 11 2 68 50 17 0 614 613 612 09543230016 09967320261
10329 62000 240E-03 196E-05 7441747 60883 536 570 11 2 68 50 17 0 624 623 622 09550561798 09967845659
10339 63000 236E-03 193E-05 7441753 60883 543 580 11 2 71 50 17 0 634 633 632 09557661927 0996835443
10349 64000 232E-03 190E-05 7441753 60883 553 590 11 2 71 50 17 0 644 643 642 09564541213 09968847352
10359 65000 229E-03 187E-05 7441755 60883 562 600 11 2 72 50 17 0 654 653 652 09571209801 09969325153
10409 66000 225E-03 185E-05 7441755 60883 572 610 11 2 72 50 17 0 664 663 662 09577677225 0996978852
10419 67000 222E-03 182E-05 7441757 60883 581 620 11 2 73 50 17 0 674 673 672 09583952452 09970238095
10429 68000 219E-03 179E-05 7441757 60883 591 630 11 2 73 50 17 0 684 683 682 09590043924 09970674487
10439 69000 216E-03 176E-05 7441759 60883 600 640 11 2 74 50 17 0 694 693 692 09595959596 09971098266
10449 70000 212E-03 174E-05 7441767 60883 608 650 11 2 76 50 17 0 704 703 702 0960170697 09971509972
10459 71000 209E-03 172E-05 7441773 60883 617 660 11 2 77 50 17 0 714 713 712 09607293128 09971910112
10509 72000 207E-03 169E-05 7441797 60883 623 670 11 2 82 50 17 0 724 723 722 09612724758 09972299169
10519 73000 204E-03 167E-05 7441845 60883 626 680 11 2 88 50 17 0 734 733 732 09618008186 09972677596
10529 74000 201E-03 165E-05 7441845 60883 636 690 11 2 88 50 17 0 744 743 742 09623149394 09973045822
10539 75000 198E-03 162E-05 7441917 60883 639 700 11 2 96 50 17 0 754 753 752 0962815405 09973404255
10549 76000 221E-03 160E-05 8389029 60883 639 710 11 2 95 50 28 0 764 763 762 09488859764 09973753281
10559 77000 219E-03 158E-05 8418363 60883 639 720 11 2 95 50 38 0 774 773 772 0936610608 09974093264
10609 78000 216E-03 156E-05 8418429 60883 642 730 11 2 104 50 36 0 784 783 782 09399744572 09974424552
10619 79000 213E-03 154E-05 8418533 60883 646 740 11 2 110 50 36 0 794 793 792 09407313997 09974747475
10629 80000 210E-03 152E-05 8418625 60883 651 750 11 2 115 50 36 0 804 803 802 09414694894 09975062344
10639 81000 208E-03 150E-05 8418649 60883 659 760 11 2 116 50 36 0 814 813 812 09421894219 09975369458
10649 82000 205E-03 149E-05 8418769 60889 667 769 11 2 118 51 36 0 824 823 822 09428918591 099756691
10659 83000 203E-03 147E-05 8418795 60889 674 779 11 2 121 51 36 0 834 833 832 0943577431 09975961538
10709 84000 200E-03 145E-05 8418867 60889 677 789 11 2 128 51 36 0 844 843 842 09442467378 09976247031
10719 85000 198E-03 143E-05 8418937 60889 680 799 11 2 136 51 36 0 854 853 852 09449003517 09976525822
10729 86000 196E-03 142E-05 8418941 60889 689 809 11 2 137 51 36 0 864 863 862 09455388181 09976798144
10739 87000 193E-03 140E-05 8419891 60889 692 819 11 2 144 51 36 0 874 873 872 09461626575 0997706422
10749 88000 191E-03 138E-05 8423291 60889 692 829 11 2 154 51 36 0 884 883 882 09467723669 09977324263
10759 89000 189E-03 137E-05 8423751 60889 693 839 11 2 163 51 36 0 894 893 892 09473684211 09977578475
10809 90000 187E-03 135E-05 8424419 60889 694 849 11 2 172 51 36 0 904 903 902 09479512735 09977827051
10819 91000 185E-03 134E-05 8425325 60889 694 859 11 2 182 51 36 0 914 913 912 09485213582 09978070175
10829 92000 183E-03 132E-05 8426223 60889 694 869 11 2 192 51 36 0 924 923 922 09490790899 09978308026
10839 93000 181E-03 131E-05 8426561 60889 695 879 11 2 201 51 36 0 934 933 932 0949624866 09978540773
10849 94000 179E-03 130E-05 8427649 60889 696 889 11 2 210 51 36 0 944 943 942 09501590668 09978768577
10859 95000 177E-03 128E-05 8428241 60889 698 899 11 2 218 51 36 0 954 953 952 09506820567 09978991597
10909 96000 176E-03 127E-05 8428341 60889 699 909 11 2 227 51 36 0 964 963 962 09511941848 09979209979
10919 97000 174E-03 126E-05 8428421 60889 702 919 11 2 234 51 36 0 974 973 972 09516957862 09979423868
10929 98000 172E-03 124E-05 8428491 60889 707 929 11 2 239 51 36 0 984 983 982 09521871821 09979633401
10939 99000 170E-03 123E-05 8428529 60889 713 939 11 2 242 51 36 0 994 993 992 09526686808 0997983871
10949 100000 168E-03 122E-05 8428561 60889 721 949 11 2 244 51 36 0 1004 1003 1002 09531405783 0998003992
10959 101000 167E-03 121E-05 8428627 60889 727 959 11 2 248 51 36 0 1014 1013 1012 09536031589 09980237154
11009 102000 165E-03 119E-05 8428717 60889 731 969 11 2 254 51 36 0 1024 1023 1022 0954056696 09980430528
11019 103000 164E-03 118E-05 8428747 60889 738 979 11 2 257 51 36 0 1034 1033 1032 09545014521 09980620155
11029 104000 162E-03 117E-05 8428751 60889 746 989 11 2 259 51 36 0 1044 1043 1042 09549376798 09980806142
11039 105000 160E-03 116E-05 8429441 60889 747 999 11 2 269 51 36 0 1054 1053 1052 0955365622 09980988593
11049 106000 159E-03 115E-05 8431061 60889 747 1009 11 2 279 51 36 0 1064 1063 1062 09557855127 09981167608
11059 107000 158E-03 114E-05 8432865 60889 747 1019 11 2 289 51 36 0 1074 1073 1072 09561975769 09981343284
11109 108000 156E-03 113E-05 8435265 60889 747 1029 11 2 299 51 36 0 1084 1083 1082 09566020314 09981515712
11119 109000 155E-03 112E-05 8436525 60889 747 1039 11 2 309 51 36 0 1094 1093 1092 09569990851 09981684982
11129 110000 153E-03 111E-05 8436565 60889 753 1049 11 2 312 51 36 0 1104 1103 1102 09573889393 0998185118
11139 111000 152E-03 110E-05 8436633 60889 755 1059 11 2 321 51 36 0 1114 1113 1112 0957771788 09982014388
11149 112000 151E-03 109E-05 8437273 60889 755 1069 11 2 331 51 36 0 1124 1123 1122 09581478183 09982174688
11159 113000 183E-03 108E-05 10546482 60889 755 1079 11 2 330 51 47 0 1134 1133 1132 09488084731 09982332155
11209 114000 202E-03 107E-05 11523904 60889 755 1089 11 2 330 51 57 0 1144 1143 1142 09405074366 09982486865
11219 115000 211E-03 106E-05 12122006 60889 755 1099 11 2 330 51 67 0 1154 1153 1152 09323503903 09982638889
11229 116000 222E-03 105E-05 12902569 60889 755 1109 11 2 330 51 77 0 1164 1163 1162 09243336199 09982788296
11239 117000 221E-03 104E-05 12905622 60889 755 1119 11 2 340 51 77 0 1174 1173 1172 09249786871 09982935154
11249 118000 219E-03 103E-05 12906068 60889 755 1129 11 2 350 51 77 0 1184 1183 1182 09256128487 09983079526
11259 119000 217E-03 102E-05 12906196 60889 758 1139 11 2 357 51 77 0 1194 1193 1193 09262363789 09983235541
11309 120000 215E-03 101E-05 12906246 60889 763 1149 11 2 361 51 77 0 1204 1203 1202 09268495428 09983361065
11319 121000 213E-03 101E-05 12906262 60889 770 1159 11 2 365 51 77 0 1214 1213 1212 09274525969 0998349835
11329 122000 211E-03 998E-06 12906272 60889 777 1169 11 2 367 51 77 0 1224 1223 1222 0928045789 09983633388
11339 123000 210E-03 990E-06 12906286 60889 785 1179 11 2 369 51 77 0 1234 1233 1232 09286293593 09983766234
11349 124000 208E-03 982E-06 12906302 60889 794 1189 11 2 370 51 77 0 1244 1243 1242 09292035398 0998389694
11359 125000 206E-03 974E-06 12906332 60889 801 1199 11 2 373 51 77 0 1254 1253 1252 09297685555 09984025559
11409 126000 205E-03 967E-06 12906356 60889 809 1209 11 2 376 51 77 0 1264 1263 1262 09303246239 09984152139
11419 127000 203E-03 959E-06 12906388 60889 814 1219 11 2 381 51 77 0 1274 1273 1272 0930871956 0998427673
11429 128000 202E-03 951E-06 12906452 60889 815 1229 11 2 390 51 77 0 1284 1283 1282 0931410756 09984399376
11439 129000 200E-03 944E-06 12907164 60889 821 1239 11 2 394 51 77 0 1294 1293 1292 0931941222 09984520124
11449 130000 198E-03 937E-06 12907196 60889 826 1249 11 2 398 51 77 0 1304 1303 1302 09324635457 09984639017
11459 131000 197E-03 930E-06 12907216 60889 832 1259 11 2 402 51 77 0 1314 1313 1312 09329779132 09984756098
11509 132000 195E-03 923E-06 12907256 60889 837 1269 11 2 407 51 77 0 1324 1323 1322 09334845049 09984871407
11519 133000 194E-03 916E-06 12907300 60889 842 1279 11 2 413 51 77 0 1334 1333 1332 09339834959 09984984985
11529 134000 193E-03 909E-06 12907446 60889 842 1289 11 2 423 51 77 0 1344 1343 1342 09344750558 0998509687
11539 135000 191E-03 902E-06 12907500 60889 844 1299 11 2 431 51 77 0 1354 1353 1352 09349593496 09985207101
11549 136000 190E-03 895E-06 12907802 60889 844 1309 11 2 441 51 77 0 1364 1363 1362 09354365371 09985315712
11559 137000 188E-03 889E-06 12907944 60889 844 1319 11 2 451 51 77 0 1374 1373 1372 09359067735 09985422741
11609 138000 187E-03 882E-06 12907984 60889 847 1329 11 2 457 51 77 0 1384 1383 1382 09363702097 0998552822
11619 139000 186E-03 876E-06 12908002 60889 854 1339 11 2 461 51 77 0 1394 1393 1392 09368269921 09985632184
11629 140000 184E-03 870E-06 12908050 60889 858 1349 11 2 467 51 77 0 1404 1403 1402 0937277263 09985734665
11639 141000 183E-03 864E-06 12915334 60889 858 1359 11 2 477 51 77 0 1414 1413 1412 09377211607 09985835694
11649 142000 182E-03 858E-06 12915890 60889 858 1369 11 2 487 51 77 0 1424 1423 1422 09381588194 09985935302
11659 143000 181E-03 852E-06 12916062 60889 858 1379 11 2 496 51 77 0 1434 1433 1432 09385903699 0998603352
11709 144000 179E-03 846E-06 12916368 60889 860 1389 11 2 505 51 77 0 1444 1443 1442 0939015939 09986130374
11719 145000 178E-03 840E-06 12917424 60889 860 1399 11 2 515 51 77 0 1454 1453 1452 09394356504 09986225895
11729 146000 177E-03 834E-06 12917612 60889 860 1409 11 2 525 51 77 0 1464 1463 1462 09398496241 09986320109
11739 147000 176E-03 828E-06 12919282 60889 860 1419 11 2 535 51 77 0 1474 1473 1472 09402579769 09986413043
11749 148000 175E-03 823E-06 12919502 60889 861 1429 11 2 544 51 77 0 1484 1483 1482 09406608227 09986504723
11759 149000 173E-03 817E-06 12920094 60889 862 1439 11 2 553 51 77 0 1494 1493 1492 09410582719 09986595174
11809 150000 172E-03 812E-06 12920542 60889 862 1449 11 2 563 51 77 0 1504 1503 1502 09414504325 09986684421
11819 151000 171E-03 807E-06 12921018 60889 862 1459 11 2 573 51 77 0 1514 1513 1512 09418374091 09986772487
11829 152000 170E-03 801E-06 12921360 60889 862 1469 11 2 583 51 77 0 1524 1523 1522 0942219304 09986859396
11839 153000 169E-03 796E-06 12950485 60889 862 1479 13 2 593 51 77 0 1534 1533 1532 09412915851 0998694517
11849 154000 168E-03 791E-06 12953417 60889 862 1489 13 2 603 51 77 0 1544 1543 1542 09416720674 09987029831
11859 155000 167E-03 786E-06 12955543 60889 862 1499 13 2 613 51 77 0 1554 1553 1552 09420476497 09987113402
11909 156000 166E-03 781E-06 12955837 60889 863 1509 13 2 622 51 77 0 1564 1563 1562 09424184261 09987195903
11919 157000 165E-03 776E-06 12958545 60917 863 1517 13 2 632 53 77 0 1574 1573 1572 09427844882 09987277354
11929 158000 164E-03 771E-06 12958685 60917 866 1527 13 2 639 53 77 0 1584 1583 1582 09431459255 09987357775
11939 159000 163E-03 766E-06 12961813 60917 866 1537 13 2 649 53 77 0 1594 1593 1592 09435028249 09987437186
11949 160000 162E-03 761E-06 12964137 60917 866 1547 13 2 659 53 77 0 1604 1603 1602 09438552714 09987515605
11959 161000 161E-03 757E-06 12965119 60917 866 1557 13 2 669 53 77 0 1614 1613 1612 09442033478 09987593052
12009 162000 160E-03 752E-06 12965901 60917 866 1567 13 2 679 53 77 0 1624 1623 1622 09445471349 09987669544
12019 163000 159E-03 747E-06 12966433 60917 867 1577 13 2 688 53 77 0 1634 1633 1632 09448867116 09987745098
12029 164000 158E-03 743E-06 12968037 60917 867 1587 13 2 698 53 77 0 1644 1643 1642 09452221546 09987819732
12039 165000 157E-03 738E-06 12968811 60917 867 1597 13 2 708 53 77 0 1654 1653 1652 0945553539 09987893462
12049 166000 156E-03 734E-06 12969943 60917 867 1607 13 2 718 53 77 0 1664 1663 1662 09458809381 09987966306
12059 167000 155E-03 730E-06 12970133 60917 867 1617 13 2 728 53 77 0 1674 1673 1672 09462044232 09988038278
12109 168000 154E-03 725E-06 12970893 60917 867 1627 13 2 738 53 77 0 1684 1683 1682 09465240642 09988109394
12119 169000 153E-03 721E-06 12972463 60917 867 1637 13 2 748 53 77 0 1694 1693 1692 09468399291 09988179669
12129 170000 153E-03 717E-06 12973469 60917 867 1647 13 2 758 53 77 0 1704 1703 1702 09471520846 09988249119
12139 171000 152E-03 713E-06 12974725 60917 867 1657 13 2 768 53 77 0 1714 1713 1712 09474605954 09988317757
12149 172000 151E-03 708E-06 12977483 60917 867 1667 13 2 778 53 77 0 1724 1723 1722 09477655252 09988385598
12159 173000 150E-03 704E-06 12988390 60917 867 1677 14 2 788 53 77 0 1734 1733 1732 09474899019 09988452656
12209 174000 149E-03 700E-06 12992040 60917 867 1687 14 2 798 53 77 0 1744 1743 1742 09477911647 09988518944
12219 175000 148E-03 696E-06 12993836 60917 867 1697 14 2 808 53 77 0 1754 1753 1752 09480889903 09988584475
12229 176000 148E-03 692E-06 12995140 60917 867 1707 14 2 818 53 77 0 1764 1763 1762 09483834373 09988649262
12239 177000 147E-03 688E-06 12997858 60917 867 1717 14 2 828 53 77 0 1774 1773 1772 09486745629 09988713318
12249 178000 146E-03 684E-06 13000280 60917 867 1727 14 2 838 53 77 0 1784 1783 1782 09489624229 09988776655
12259 179000 145E-03 681E-06 13000986 60917 867 1737 14 2 848 53 77 0 1794 1793 1792 09492470719 09988839286
12309 180000 144E-03 677E-06 13006560 60917 867 1747 14 2 858 53 77 0 1804 1803 1802 09495285635 09988901221
12319 181000 144E-03 673E-06 13009966 60917 867 1757 14 2 868 53 77 0 1814 1813 1812 09498069498 09988962472
12329 182000 143E-03 669E-06 13013370 60917 867 1767 14 2 878 53 77 0 1824 1823 1822 0950082282 09989023052
12339 183000 142E-03 666E-06 13019200 60917 867 1777 14 2 888 53 77 0 1834 1833 1832 09503546099 09989082969
12349 184000 142E-03 662E-06 13022478 60917 867 1787 14 2 898 53 77 0 1844 1843 1842 09506239826 09989142237
12359 185000 141E-03 659E-06 13026006 60917 867 1797 14 2 908 53 77 0 1854 1853 1852 09508904479 09989200864
12409 186000 140E-03 655E-06 13028008 60917 867 1807 14 2 918 53 77 0 1864 1863 1862 09511540526 09989258861
12419 187000 139E-03 652E-06 13031052 60917 867 1817 14 2 928 53 77 0 1874 1873 1872 09514148425 09989316239
12429 188000 139E-03 648E-06 13035850 60917 867 1827 14 2 938 53 77 0 1884 1883 1882 09516728625 09989373007
12439 189000 138E-03 645E-06 13054558 60917 867 1837 15 2 948 53 77 0 1894 1893 1892 09513998943 09989429175
12449 190000 138E-03 641E-06 13070358 60917 867 1847 15 2 958 53 77 0 1904 1903 1902 09516552811 09989484753
12459 191000 137E-03 638E-06 13076908 60917 867 1857 15 2 968 53 77 0 1914 1913 1912 09519079979 09989539749
12509 192000 136E-03 635E-06 13078830 60917 867 1867 15 2 978 53 77 0 1924 1923 1922 09521580863 09989594173
12519 193000 136E-03 631E-06 13080042 60917 867 1877 15 2 988 53 77 0 1934 1933 1932 09524055872 09989648033
12529 194000 135E-03 628E-06 13082014 60917 867 1887 15 2 998 53 77 0 1944 1943 1942 09526505404 09989701339
12539 195000 134E-03 625E-06 13082710 60919 867 1896 15 2 1008 54 77 0 1954 1953 1952 09528929852 09989754098
12549 196000 133E-03 622E-06 13084412 60919 867 1906 15 2 1018 54 77 0 1964 1963 1962 09531329598 0998980632
12559 197000 133E-03 619E-06 13094909 60929 867 1913 16 2 1028 57 77 0 1974 1973 1972 09528636594 09989858012
12609 198000 133E-03 615E-06 13165973 60931 867 1922 21 2 1038 58 77 0 1984 1983 1982 09505799294 09989909183
12619 199000 150E-03 612E-06 15925826 60939 867 1929 28 2 1048 61 77 0 1994 1993 1992 09473156046 09989959839
12629 200000 212E-03 609E-06 21779923 60947 867 1936 23 2 1042 64 93 0 2004 2003 2002 09420868697 0999000999
12639 201000 323E-03 607E-06 32657370 60965 867 1941 23 2 1042 70 103 0 2014 2013 2012 09374068554 09990059642
12649 202000 454E-03 604E-06 45898031 61053 867 1944 23 2 1042 77 113 0 2024 2023 2022 09327731092 09990108803
12659 203000 452E-03 603E-06 45904033 61223 867 1945 23 2 1053 86 112 0 2034 2033 2032 09335956714 0999015748
12709 204000 486E-03 603E-06 49793500 61471 867 1945 29 2 1063 96 112 0 2044 2043 2043 09309838473 09990210475
12719 205000 662E-03 601E-06 69086529 61639 867 1945 23 2 1056 106 129 0 2054 2053 2052 09259620068 09990253411
12729 206000 901E-03 600E-06 93851104 61827 867 1945 23 2 1056 116 139 0 2064 2063 2062 09214735822 09990300679
12739 207000 114E-02 600E-06 118870561 62105 867 1945 23 2 1056 126 149 0 2074 2073 2072 09170284612 0999034749
12749 208000 137E-02 609E-06 143968305 63907 867 1945 23 2 1056 136 159 0 2084 2083 2082 09126260202 09990393852
12759 209000 161E-02 204E-05 168991872 215373 867 1945 23 11 1056 146 169 0 2094 2093 2093 09082656474 0994744386
12809 210000 184E-02 236E-05 193965216 249045 867 1945 23 13 1056 156 179 0 2104 2103 2102 09039467427 09938154139
12819 211000 206E-02 259E-05 218989101 276945 867 1945 23 16 1056 166 189 0 2114 2113 2113
12829 212000 229E-02 150E-03 243962303 17010756 867 1945 23 13 1056 163 199 14 2124 2123 2122
12839 213000 251E-02 379E-03 268810939 41387129 867 1945 23 13 1056 163 209 23 2134 2133 2132
12849 214000 274E-02 612E-03 293983858 66553166 867 1945 23 13 1056 163 219 34 2144 2143 2142
12859 215000 296E-02 839E-03 318932313 91502733 867 1945 23 13 1056 163 229 44 2154 2153 2153
12909 216000 317E-02 891E-03 343805753 96245442 867 1945 23 13 1056 163 239 53 2164 2163 2162
12919 217000 339E-02 894E-03 368754298 96987496 867 1945 23 13 1056 163 249 63 2174 2173 2172
12929 218000 360E-02 894E-03 393802939 97498851 867 1945 23 13 1056 163 259 73 2184 2183 2182
0 0
10 10
20 20
30 30
40 40
50 50
60 60
70 70
80 80
90 90
100 100
110 110
120 120
130 130
140 140
150 150
160 160
170 170
180 180
190 190
200 200
210 210
220 220
230 230
240 240
250 250
260 260
270 270
280 280
290 290
300 300
310 310
320 320
330 330
340 340
350 350
360 360
370 370
380 380
390 390
400 400
410 410
420 420
430 430
440 440
450 450
460 460
470 470
480 480
490 490
500 500
510 510
520 520
530 530
540 540
550 550
560 560
570 570
580 580
590 590
600 600
610 610
620 620
630 630
640 640
650 650
660 660
670 670
680 680
690 690
700 700
710 710
720 720
730 730
740 740
750 750
760 760
770 770
780 780
790 790
800 800
810 810
820 820
830 830
840 840
850 850
860 860
870 870
880 880
890 890
900 900
910 910
920 920
930 930
940 940
950 950
960 960
970 970
980 980
990 990
1000 1000
1010 1010
1020 1020
1030 1030
1040 1040
1050 1050
1060 1060
1070 1070
1080 1080
1090 1090
1100 1100
1110 1110
1120 1120
1130 1130
1140 1140
1150 1150
1160 1160
1170 1170
1180 1180
1190 1190
1200 1200
1210 1210
1220 1220
1230 1230
1240 1240
1250 1250
1260 1260
1270 1270
1280 1280
1290 1290
1300 1300
1310 1310
1320 1320
1330 1330
1340 1340
1350 1350
1360 1360
1370 1370
1380 1380
1390 1390
1400 1400
1410 1410
1420 1420
1430 1430
1440 1440
1450 1450
1460 1460
1470 1470
1480 1480
1490 1490
1500 1500
1510 1510
1520 1520
1530 1530
1540 1540
1550 1550
1560 1560
1570 1570
1580 1580
1590 1590
1600 1600
1610 1610
1620 1620
1630 1630
1640 1640
1650 1650
1660 1660
1670 1670
1680 1680
1690 1690
1700 1700
1710 1710
1720 1720
1730 1730
1740 1740
1750 1750
1760 1760
1770 1770
1780 1780
1790 1790
1800 1800
1810 1810
1820 1820
1830 1830
1840 1840
1850 1850
1860 1860
1870 1870
1880 1880
1890 1890
1900 1900
1910 1910
1920 1920
1930 1930
1940 1940
1950 1950
1960 1960
1970 1970
1980 1980
1990 1990
2000 2000
2010 2010
2020 2020
2030 2030
2040 2040
2050 2050
2060 2060
2070 2070
2080 2080
2090 2090
2100 2100
2110 2110
2120 2120
2130 2130
2140 2140
2150 2150
2160 2160
2170 2170
2180 2180
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0036912963 0036912963 0036912963
00370288194 00370288194 00370288194
00371444444 00371444444 00371444444
00372601852 00372601852 00372601852
00373759259 00373759259 00373759259
00374916667 00374916667 00374916667
00376074074 00376074074 00376074074
00377231481 00377231481 00377231481
00378390046 00378390046 00378390046
00379546296 00379546296 00379546296
00380704861 00380704861 00380704861
00381861111 00381861111 00381861111
00383018519 00383018519 00383018519
00384175926 00384175926 00384175926
00385333333 00385333333 00385333333
00386490741 00386490741 00386490741
00387648148 00387648148 00387648148
00388806713 00388806713 00388806713
00389962963 00389962963 00389962963
0039112037 0039112037 0039112037
00392277778 00392277778 00392277778
00393435185 00393435185 00393435185
00394592593 00394592593 00394592593
0039575 0039575 0039575
00396907407 00396907407 00396907407
00398064815 00398064815 00398064815
0039922338 0039922338 0039922338
0040037963 0040037963 0040037963
00401537037 00401537037 00401537037
00402694444 00402694444 00402694444
00403851852 00403851852 00403851852
00405009259 00405009259 00405009259
00406166667 00406166667 00406166667
00407325231 00407325231 00407325231
00408481481 00408481481 00408481481
00409638889 00409638889 00409638889
00410796296 00410796296 00410796296
00411953704 00411953704 00411953704
00413112269 00413112269 00413112269
00414268519 00414268519 00414268519
00415427083 00415427083 00415427083
00416583333 00416583333 00416583333
00417741898 00417741898 00417741898
00418898148 00418898148 00418898148
00420055556 00420055556 00420055556
00421212963 00421212963 00421212963
0042237037 0042237037 0042237037
00423528935 00423528935 00423528935
00424685185 00424685185 00424685185
0042584375 0042584375 0042584375
00427 00427 00427
00428157407 00428157407 00428157407
00429314815 00429314815 00429314815
00430472222 00430472222 00430472222
0043162963 0043162963 0043162963
00432787037 00432787037 00432787037
00433945602 00433945602 00433945602
00435101852 00435101852 00435101852
00436260417 00436260417 00436260417
00437416667 00437416667 00437416667
00438574074 00438574074 00438574074
00439731481 00439731481 00439731481
00440888889 00440888889 00440888889
00442046296 00442046296 00442046296
00443203704 00443203704 00443203704
00444362269 00444362269 00444362269
00445518519 00445518519 00445518519
00446675926 00446675926 00446675926
00447833333 00447833333 00447833333
00448990741 00448990741 00448990741
00450148148 00450148148 00450148148
00451305556 00451305556 00451305556
0045246412 0045246412 0045246412
0045362037 0045362037 0045362037
00454778935 00454778935 00454778935
00455935185 00455935185 00455935185
00457092593 00457092593 00457092593
0045825 0045825 0045825
00459407407 00459407407 00459407407
00460565972 00460565972 00460565972
00461722222 00461722222 00461722222
00462880787 00462880787 00462880787
00464037037 00464037037 00464037037
00465195602 00465195602 00465195602
00466351852 00466351852 00466351852
00467509259 00467509259 00467509259
00468667824 00468667824 00468667824
00469824074 00469824074 00469824074
00470982639 00470982639 00470982639
00472138889 00472138889 00472138889
00473297454 00473297454 00473297454
00474453704 00474453704 00474453704
00475611111 00475611111 00475611111
00476768519 00476768519 00476768519
00477925926 00477925926 00477925926
00479084491 00479084491 00479084491
00480240741 00480240741 00480240741
00481399306 00481399306 00481399306
00482555556 00482555556 00482555556
0048371412 0048371412 0048371412
0048487037 0048487037 0048487037
00486027778 00486027778 00486027778
00487186343 00487186343 00487186343
00488342593 00488342593 00488342593
00489501157 00489501157 00489501157
00490657407 00490657407 00490657407
00491815972 00491815972 00491815972
00492972222 00492972222 00492972222
0049412963 0049412963 0049412963
00495287037 00495287037 00495287037
00496444444 00496444444 00496444444
00497603009 00497603009 00497603009
00498759259 00498759259 00498759259
00499917824 00499917824 00499917824
00501074074 00501074074 00501074074
00502232639 00502232639 00502232639
00503388889 00503388889 00503388889
00504546296 00504546296 00504546296
00505704861 00505704861 00505704861
00506861111 00506861111 00506861111
00508019676 00508019676 00508019676
00509175926 00509175926 00509175926
00510334491 00510334491 00510334491
00511490741 00511490741 00511490741
00512648148 00512648148 00512648148
00513806713 00513806713 00513806713
00514962963 00514962963 00514962963
00516121528 00516121528 00516121528
00517277778 00517277778 00517277778
00518436343 00518436343 00518436343
00519592593 00519592593 00519592593
00520751157 00520751157 00520751157
00521907407 00521907407 00521907407
00523064815 00523064815 00523064815
00524222222 00524222222 00524222222
0052537963 0052537963 0052537963
00526538194 00526538194 00526538194
00527694444 00527694444 00527694444
00528853009 00528853009 00528853009
00530009259 00530009259 00530009259
00531166667 00531166667 00531166667
00532324074 00532324074 00532324074
00533481481 00533481481 00533481481
00534640046 00534640046 00534640046
00535796296 00535796296 00535796296
00536954861 00536954861 00536954861
00538111111 00538111111 00538111111
00539269676 00539269676 00539269676
00540425926 00540425926 00540425926
00541583333 00541583333 00541583333
00542741898 00542741898 00542741898
00543898148 00543898148 00543898148
00545056713 00545056713 00545056713
00546212963 00546212963 00546212963
00547371528 00547371528 00547371528
00548527778 00548527778 00548527778
00549685185 00549685185 00549685185
00550842593 00550842593 00550842593
00552 00552 00552
00553158565 00553158565 00553158565
00554314815 00554314815 00554314815
0055547338 0055547338 0055547338
0055662963 0055662963 0055662963
00557788194 00557788194 00557788194
00558944444 00558944444 00558944444
00560101852 00560101852 00560101852
00561260417 00561260417 00561260417
00562416667 00562416667 00562416667
00563575231 00563575231 00563575231
00564731481 00564731481 00564731481
00565890046 00565890046 00565890046
00567046296 00567046296 00567046296
00568203704 00568203704 00568203704
00569361111 00569361111 00569361111
00570518519 00570518519 00570518519
00571677083 00571677083 00571677083
00572833333 00572833333 00572833333
00573991898 00573991898 00573991898
00575148148 00575148148 00575148148
00576306713 00576306713 00576306713
00577462963 00577462963 00577462963
0057862037 0057862037 0057862037
00579777778 00579777778 00579777778
00580935185 00580935185 00580935185
0058209375 0058209375 0058209375
0058325 0058325 0058325
00584408565 00584408565 00584408565
00585564815 00585564815 00585564815
00586722222 00586722222 00586722222
00587880787 00587880787 00587880787
00589037037 00589037037 00589037037
00590195602 00590195602 00590195602
00591351852 00591351852 00591351852
00592510417 00592510417 00592510417
00593666667 00593666667 00593666667
00594825231 00594825231 00594825231
00595981481 00595981481 00595981481
00597138889 00597138889 00597138889
00598297454 00598297454 00598297454
00599453704 00599453704 00599453704
00600612269 00600612269 00600612269
00601768519 00601768519 00601768519
00602927083 00602927083 00602927083
00604083333 00604083333 00604083333
00605240741 00605240741 00605240741
00606399306 00606399306 00606399306
00607555556 00607555556 00607555556
0060871412 0060871412 0060871412
0060987037 0060987037 0060987037
00611028935 00611028935 00611028935
00612185185 00612185185 00612185185
0036912963 0036912963
00370288194 00370288194
00371444444 00371444444
00372601852 00372601852
00373759259 00373759259
00374916667 00374916667
00376074074 00376074074
00377231481 00377231481
00378390046 00378390046
00379546296 00379546296
00380704861 00380704861
00381861111 00381861111
00383018519 00383018519
00384175926 00384175926
00385333333 00385333333
00386490741 00386490741
00387648148 00387648148
00388806713 00388806713
00389962963 00389962963
0039112037 0039112037
00392277778 00392277778
00393435185 00393435185
00394592593 00394592593
0039575 0039575
00396907407 00396907407
00398064815 00398064815
0039922338 0039922338
0040037963 0040037963
00401537037 00401537037
00402694444 00402694444
00403851852 00403851852
00405009259 00405009259
00406166667 00406166667
00407325231 00407325231
00408481481 00408481481
00409638889 00409638889
00410796296 00410796296
00411953704 00411953704
00413112269 00413112269
00414268519 00414268519
00415427083 00415427083
00416583333 00416583333
00417741898 00417741898
00418898148 00418898148
00420055556 00420055556
00421212963 00421212963
0042237037 0042237037
00423528935 00423528935
00424685185 00424685185
0042584375 0042584375
00427 00427
00428157407 00428157407
00429314815 00429314815
00430472222 00430472222
0043162963 0043162963
00432787037 00432787037
00433945602 00433945602
00435101852 00435101852
00436260417 00436260417
00437416667 00437416667
00438574074 00438574074
00439731481 00439731481
00440888889 00440888889
00442046296 00442046296
00443203704 00443203704
00444362269 00444362269
00445518519 00445518519
00446675926 00446675926
00447833333 00447833333
00448990741 00448990741
00450148148 00450148148
00451305556 00451305556
0045246412 0045246412
0045362037 0045362037
00454778935 00454778935
00455935185 00455935185
00457092593 00457092593
0045825 0045825
00459407407 00459407407
00460565972 00460565972
00461722222 00461722222
00462880787 00462880787
00464037037 00464037037
00465195602 00465195602
00466351852 00466351852
00467509259 00467509259
00468667824 00468667824
00469824074 00469824074
00470982639 00470982639
00472138889 00472138889
00473297454 00473297454
00474453704 00474453704
00475611111 00475611111
00476768519 00476768519
00477925926 00477925926
00479084491 00479084491
00480240741 00480240741
00481399306 00481399306
00482555556 00482555556
0048371412 0048371412
0048487037 0048487037
00486027778 00486027778
00487186343 00487186343
00488342593 00488342593
00489501157 00489501157
00490657407 00490657407
00491815972 00491815972
00492972222 00492972222
0049412963 0049412963
00495287037 00495287037
00496444444 00496444444
00497603009 00497603009
00498759259 00498759259
00499917824 00499917824
00501074074 00501074074
00502232639 00502232639
00503388889 00503388889
00504546296 00504546296
00505704861 00505704861
00506861111 00506861111
00508019676 00508019676
00509175926 00509175926
00510334491 00510334491
00511490741 00511490741
00512648148 00512648148
00513806713 00513806713
00514962963 00514962963
00516121528 00516121528
00517277778 00517277778
00518436343 00518436343
00519592593 00519592593
00520751157 00520751157
00521907407 00521907407
00523064815 00523064815
00524222222 00524222222
0052537963 0052537963
00526538194 00526538194
00527694444 00527694444
00528853009 00528853009
00530009259 00530009259
00531166667 00531166667
00532324074 00532324074
00533481481 00533481481
00534640046 00534640046
00535796296 00535796296
00536954861 00536954861
00538111111 00538111111
00539269676 00539269676
00540425926 00540425926
00541583333 00541583333
00542741898 00542741898
00543898148 00543898148
00545056713 00545056713
00546212963 00546212963
00547371528 00547371528
00548527778 00548527778
00549685185 00549685185
00550842593 00550842593
00552 00552
00553158565 00553158565
00554314815 00554314815
0055547338 0055547338
0055662963 0055662963
00557788194 00557788194
00558944444 00558944444
00560101852 00560101852
00561260417 00561260417
00562416667 00562416667
00563575231 00563575231
00564731481 00564731481
00565890046 00565890046
00567046296 00567046296
00568203704 00568203704
00569361111 00569361111
00570518519 00570518519
00571677083 00571677083
00572833333 00572833333
00573991898 00573991898
00575148148 00575148148
00576306713 00576306713
00577462963 00577462963
0057862037 0057862037
00579777778 00579777778
00580935185 00580935185
0058209375 0058209375
0058325 0058325
00584408565 00584408565
00585564815 00585564815
00586722222 00586722222
00587880787 00587880787
00589037037 00589037037
00590195602 00590195602
00591351852 00591351852
00592510417 00592510417
00593666667 00593666667
00594825231 00594825231
00595981481 00595981481
00597138889 00597138889
00598297454 00598297454
00599453704 00599453704
00600612269 00600612269
00601768519 00601768519
00602927083 00602927083
00604083333 00604083333
00605240741 00605240741
00606399306 00606399306
00607555556 00607555556
0060871412 0060871412
0060987037 0060987037
00611028935 00611028935
00612185185 00612185185
0061334375 0061334375
006145 006145
00615657407 00615657407
00616815972 00616815972
00617972222 00617972222
00619130787 00619130787
00620287037 00620287037
00621445602 00621445602
0036912963
00370288194
00371444444
00372601852
00373759259
00374916667
00376074074
00377231481
00378390046
00379546296
00380704861
00381861111
00383018519
00384175926
00385333333
00386490741
00387648148
00388806713
00389962963
0039112037
00392277778
00393435185
00394592593
0039575
00396907407
00398064815
0039922338
0040037963
00401537037
00402694444
00403851852
00405009259
00406166667
00407325231
00408481481
00409638889
00410796296
00411953704
00413112269
00414268519
00415427083
00416583333
00417741898
00418898148
00420055556
00421212963
0042237037
00423528935
00424685185
0042584375
00427
00428157407
00429314815
00430472222
0043162963
00432787037
00433945602
00435101852
00436260417
00437416667
00438574074
00439731481
00440888889
00442046296
00443203704
00444362269
00445518519
00446675926
00447833333
00448990741
00450148148
00451305556
0045246412
0045362037
00454778935
00455935185
00457092593
0045825
00459407407
00460565972
00461722222
00462880787
00464037037
00465195602
00466351852
00467509259
00468667824
00469824074
00470982639
00472138889
00473297454
00474453704
00475611111
00476768519
00477925926
00479084491
00480240741
00481399306
00482555556
0048371412
0048487037
00486027778
00487186343
00488342593
00489501157
00490657407
00491815972
00492972222
0049412963
00495287037
00496444444
00497603009
00498759259
00499917824
00501074074
00502232639
00503388889
00504546296
00505704861
00506861111
00508019676
00509175926
00510334491
00511490741
00512648148
00513806713
00514962963
00516121528
00517277778
00518436343
00519592593
00520751157
00521907407
00523064815
00524222222
0052537963
00526538194
00527694444
00528853009
00530009259
00531166667
00532324074
00533481481
00534640046
00535796296
00536954861
00538111111
00539269676
00540425926
00541583333
00542741898
00543898148
00545056713
00546212963
00547371528
00548527778
00549685185
00550842593
00552
00553158565
00554314815
0055547338
0055662963
00557788194
00558944444
00560101852
00561260417
00562416667
00563575231
00564731481
00565890046
00567046296
00568203704
00569361111
00570518519
00571677083
00572833333
00573991898
00575148148
00576306713
00577462963
0057862037
00579777778
00580935185
0058209375
0058325
00584408565
00585564815
00586722222
00587880787
00589037037
00590195602
00591351852
00592510417
00593666667
00594825231
00595981481
00597138889
00598297454
00599453704
00600612269
00601768519
00602927083
00604083333
00605240741
00606399306
00607555556
0060871412
0060987037
00611028935
00612185185
Page 8: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 9: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 10: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 11: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 12: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 13: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 14: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 15: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 16: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 17: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 18: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 19: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 20: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 21: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 22: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 23: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 24: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 25: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 26: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 27: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 28: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 29: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 30: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 31: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 32: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 33: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 34: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 35: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 36: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 37: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 38: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 39: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 40: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 41: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 42: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 43: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 44: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 45: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 46: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 47: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 48: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 49: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 50: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 51: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 52: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 53: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 54: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 55: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 56: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 57: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 58: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 59: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 60: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 61: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 62: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 63: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 64: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 65: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 66: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 67: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 68: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 69: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 70: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 71: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 72: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 73: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 74: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 75: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 76: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 77: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 78: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 79: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 80: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 81: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 82: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 83: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 84: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 85: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 86: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 87: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 88: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 89: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 90: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 91: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 92: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 93: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 94: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 95: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 96: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 97: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 98: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 99: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 100: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 101: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered
Page 102: Advanced Modulation Techniques for TelemetrySynchronization threshold SNR at which the demodulator can acquire sync ... The NRZ PCM/FM signals are assumed to be premodulation filtered

Recommended