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First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1...

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First data quality check of 3x1x1 using LArSoft and QScan Christoph Alt, Kevin Fusshoeller, Andrea Scarpelli, Laura Zambelli
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Page 1: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

First data quality check of 3x1x1 using LArSoft and QScan

Christoph Alt, Kevin Fusshoeller, Andrea Scarpelli, Laura Zambelli

Page 2: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Summary of the data acquisitions

RUN Liquid above grid

FFS V Grid V LEM V down LEM V up PMT status PMT trigger

731 5 mm 5 kV 4 kV 3.0 kV1 0.2 kV on

732 5 mm 5 kV 4 kV 3.1 kV1 0.2 kV on

734 & 735 5.1 mm 5 kV 4 kV 3.1 kV1 0.2 kV on

739 9.4 mm 4.7 kV 3.7 kV 2.7 kV 0.2 kV on*

740 9.4 mm 4.7 kV 3.7 kV 2.7 kV 0.2 kV on

741 9.4mm 4.7 kV 3.7 kV 2.7 kV 0.2 kV off -

742 9.4 mm 4.9 kV 3.9 kV 2.8 kV 0.2 kV off -

743 9.4 mm 4.9 kV 3.9 kV 2.8 kV2 0.2 kV off -

744 9.4 mm 5 kV 4 kV 2.9 kV3 0.2 kV on

745 9.4 mm 5.1 kV 4.1 kV 2.9 kV3 0.2 kV on

746 9.4 mm 5.3 kV 4.2 kV 3.0 kV4 0.2 kV on

747 9.4 mm 5.3 kV 4.3 kV 3.0 kV4 0.2 kV on

748 9.4 mm 5.5 kV 4.5 kV 3.0 kV4 0.2 kV on

749 9.4 mm 4.9 kV 4.0 kV 3.0 kV 0.4 kV on

750 9.4 mm 4.9 kV 3.8 kV 3.1 kV 0.4 kV on

751 9.4 mm 4.1 kV 3.5 kV 2.9 kV5 0.2 kV Positive PMT off

*) Cameras were on 1) 2.6 kV on all LEM except 5, 6, 7, 8 2) 2.6 kV on LEM 10 3) 2.8 kV LEM 1, 3, 12 and 2.6 kV LEM 10 4) 2.8 kV on LEM 1, 3, 12 and 2.7 kV on LEM 10 5) 2.0 kV on LEM 10

Page 3: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Direct LArSoft / QScan comparisons

Time bin0 200 400 600 800 1000 1200 1400 1600

ADC

0

20

40

60

80

100

View 0 - Channel 0View 0 - Channel 0

0 200 400 600 800 1000 1200 1400 1600

QSc

an -

LArS

oft

2−

1.5−

1−

0.5−

0

0.5

1

1.5

2

LArSoftQscan -

Time bin0 200 400 600 800 1000 1200 1400 1600

ADC

0

20

40

60

80

100

120

140

View 0 - Channel 238View 0 - Channel 238

0 200 400 600 800 1000 1200 1400 1600

QSc

an -

LArS

oft

2−

1.5−

1−

0.5−

0

0.5

1

1.5

2

LArSoftQscan -

Time bin0 200 400 600 800 1000 1200 1400 1600

ADC

30

32

34

36

38

40

42

View 1 - Channel 800View 1 - Channel 800

0 200 400 600 800 1000 1200 1400 1600

QSc

an -

LArS

oft

2−

1.5−

1−

0.5−

0

0.5

1

1.5

2

LArSoftQscan -

Time bin0 200 400 600 800 1000 1200 1400 1600

ADC

0

10

20

30

40

50

60

70

View 1 - Channel 400View 1 - Channel 400

0 200 400 600 800 1000 1200 1400 1600

QSc

an -

LArS

oft

2−

1.5−

1−

0.5−

0

0.5

1

1.5

2

LArSoftQscan -

Raw waveforms of run 748, event 0

Page 4: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Direct LArSoft / QScan comparisons

Run 748, event 13

view 1

view 0

LarSoft Clustering output

Page 5: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Direct LArSoft / QScan comparisons

Run 748, event 13

QScan ClusFilter output

: Missing hits to fully reconstruct the track

red : found trackblue : hits associated to a trackblack : un-associated hits

Page 6: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Current Status in QScan

Page 7: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Status of the reconstruction in QScan

7

Hit Finding:

• Pedestals (mean, rms for each channel) taken from reference run (run 729)

• Problematic channels are masked

• Multi Hit algorithm used, threshold tuning was need (and could still be improved)

• FFT filtering could be foreseen as some specific frequencies noise can be seen

• Due to the noise, some hits are divided into multiple hits

• Due to the low gain, some of actual hits are not found and noise are considered as hits

Track finding:

• ClusFilter algorithm is used, with vertical track search enabled

• Parameter tuning was needed, as the default parameters was tuned from 6x6x6 simulation

→ Parameters used in the recotask datacard are given in the backup

Page 8: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

3

1 2

4 7

5 6

8 11

9 10

12

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

2.8 kV

2.8 kV

2.7 kV

2.8 kV

LEM down voltages :

Example - run 748, event 366

Nice because crossing only one side of the detector and all view 1 :

Page 9: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Example - run 748, event 366 - view 0

View 0 : no problem View 1 : not all hits are found

red : found trackblue : hits associated to a trackblack : un-associated hits

In view 0, for this event, most of the hits along the track are found.The shape of the waveforms do not follow the expected attenuation trend due to the different LEM configurations

→At this moment, it is difficult to perform purity analysis, but it seems quite good

All waveforms (pedestal subtracted) LEM 1, 2, 5, 6, 9 or 10LEM 3, 4, 7, 8, 11 or 12

Page 10: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Example - run 748, event 366 - view 1 red : found trackblue : hits associated to a trackblack : un-associated hits

View 1 : not all hits are foundView 0 : no problem

Time bin0 200 400 600 800 1000 1200 1400 1600

ADC

10−

8−

6−

4−

2−

0

2

4

v1ch18_data_tbin

Time bin0 200 400 600 800 1000 1200 1400 1600

ADC

6−

4−

2−

0

2

4

6

v1ch22_data_tbin

Time bin0 200 400 600 800 1000 1200 1400 1600

ADC

15−

10−

5−

0

5

v1ch39_data_tbin

Time bin0 200 400 600 800 1000 1200 1400 1600

ADC

14−

12−

10−

8−

6−

4−

2−

0

2

4

6

8

v1ch63_data_tbin

??

Page 11: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Example - run 748, event 366 - view 1 red : found trackblue : hits associated to a trackblack : un-associated hits

LEM 1 or 3LEM 2 or 4LEM 5 or 7

LEM 6 or 8LEM 9 or 11LEM 10 or 12

All waveforms (pedestal subtracted)

Within a LEM, the response seems to be not uniform → could it be due to the LEM thickness ?

View 1 : not all hits are foundView 0 : no problem

Page 12: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Example - run 748, event 0

3

1 2

4 7

5 6

8 11

9 10

12

Other nice because it crosses only one side of the detector and part of view 1 :

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

2.8 kV

2.8 kV

2.7 kV

2.8 kV

LEM down voltages :

Page 13: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Example - run 748, event 0 - view 0

View 0 : no problem

View 1 : most of the hits are found !

red : found trackblue : hits associated to a trackblack : un-associated hits

In view 0, for this event, all the hits are found.But the shape of the waveforms do not follow the expected attenuation trend due to the different LEM configuration

→At this moment, it is difficult to perform purity analysis but it seems quite good

All waveforms (pedestal subtracted)LEM 1, 2, 5, 6, 9 or 10LEM 3, 4, 7, 8, 11 or 12

Page 14: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Example - run 748, event 0 - view 1

View 0 : no problem

red : found trackblue : hits associated to a trackblack : un-associated hits

LEM 1 or 3LEM 2 or 4LEM 5 or 7

LEM 6 or 8LEM 9 or 11LEM 10 or 12

All waveforms (pedestal subtracted)

Within a LEM, the response seems to be not uniform → could it be due to the LEM thickness ?

View 1 : most of the hits are found !

Page 15: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Example of the multi hit and noise problems

15

Time bin140 160 180 200 220 240 260 280 300 320 340

ADC

0

10

20

30

40

50

60

70

80v0ch232_data_tbin

gray : waveformblue : hits found

run 748, event 0Due to the fluctuations, multiple hits are found

↳ Must be improve either with noise filtering

or with better hit finding constraintsOne can also see the long tail of the hits due to the low extraction field.2 hits instead of 1

view 0 channel 232

Time bin50 100 150 200 250 300

ADC

0

10

20

30

40

50

60

70

80v0ch238_data_tbin

3 hits instead of 2

view 0 channel 238

Time bin350 400 450 500 550 600 650 700 750

ADC

4−

2−

0

2

4

6

8

10

12

14

v1ch316_data_tbin

3 hits instead of 1

(noise)

Page 16: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Some events with a lot of random tracks

16

In some events, more than 100 random tracks found in each views

run 750

Event 38

run 747

Event 12

Page 17: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Event display of those events

17

these events are very energetic, could be also some large cross talk

run 750

Event 38

run 747

Event 12

Page 18: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Looking at pulsing data (run 719)

18

pulsing SGFT 2 and 3 (view 1 channel 0 to 640) with 150 mV. Pulse maximum amplitude at ~ 800 ADC,

signal (cross talk) in view 0 at around ~450 ADC → consistent with the previous event display

Page 19: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Waveforms of run 751 event 58 (view 0)

19

Time [tdc]0 200 400 600 800 1000 1200 1400 1600

AD

C

0

100

200

300

400

500

600

700Event 58Event 58

Time [tdc]0 200 400 600 800 1000 1200 1400 1600

AD

C

0

50

100

150

200

250

300Event 58Event 58

channels 191 to 220

channels 221 to 240

All waveforms see some fluctuations at the same time, there is some noise that could be removed :

Looking at the waveforms of the 2 tracks in view 0 :

Page 20: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Noise Spectrum

20 freq (MHz)0 0.2 0.4 0.6 0.8 1 1.2

pow

er s

pect

rum

210

310

410run 729 (ref pedestal)

run 741 (pmt off)

run 748 (pmt on)

All channels together, seems that we are picking specific noise frequencies

Page 21: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

150− 100− 50− 0 50 100 150

40−

20−

0

20

40

Run 743 - all tracks found superimposed

21

40− 20− 0 20 400

10

20

30

40

50

60

70

80

90

150− 100− 50− 0 50 100 1500

10

20

30

40

50

60

70

80

90

View 0 View 1

x [cm] y [cm]

D [c

m]

D [c

m]

x [c

m]

y [cm]

(removing highly energetic events)

Cathode : 36.0 kV, Grid : 3.9 kV, LEM Bottom ~ 2.8 kV Reconstructed tracks in view 0 are not uniformly distributedNo crossing muons reconstructed

3D matching tracks projected on x-y plane

Page 22: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

200− 150− 100− 50− 0 50 100 150

40−

20−

0

20

40

Run 745 - all tracks found superimposed

22

40− 20− 0 20 400

20

40

60

80

150− 100− 50− 0 50 100 1500

20

40

60

80

View 0 View 1

x [cm] y [cm]

D [c

m]

D [c

m]

x [c

m]

y [cm]

Cathode : 38.0 kV, Grid : 4.1 kV, LEM Bottom ~ 2.9 kV

(removing highly energetic events)

3D matching tracks projected on x-y plane

Page 23: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

150− 100− 50− 0 50 100 150

40−

20−

0

20

40

Run 747- all tracks found superimposed

23

40− 20− 0 20 400

20

40

60

80

150− 100− 50− 0 50 100 1500

20

40

60

80

View 0 View 1

x [cm] y [cm]

D [c

m]

D [c

m]

x [c

m]

y [cm]

Cathode : 39.0 kV, Grid : 4.3 kV, LEM Bottom ~ 3.0 kV

(removing highly energetic events)

3D matching tracks projected on x-y plane

Page 24: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

150− 100− 50− 0 50 100 15060−

40−

20−

0

20

40

Run 748 - all tracks found superimposed

24

40− 20− 0 20 400

20

40

60

80

100

150− 100− 50− 0 50 100 1500

20

40

60

80

100View 0 View 1

x [cm] y [cm]

D [c

m]

D [c

m]

x [c

m]

y [cm]

3D matching tracks projected on x-y plane

Cathode : 41.0 kV, Grid : 4.5 kV, LEM B ~ 3.0 kV, LEM T 0.2 kVClosest to nominal configuration run

we can reconstruct much more crossing muons in view 1 !Only one crossing muon direction ?

Only a few crossing muons are 3D matched at the moment

(removing highly energetic events)

Page 25: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Track distorsion - run 748

25

event 42

event 366

Bending of track wrt a straight line could highlight space charge effect, although we have to be careful due to the grid voltage, LEM voltage and potential CRP deformation

Page 26: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

LEM ID1 2 3 4 5 6 7 8 9 10 11 12

Fitt

ed M

PV o

f dQ

/ds [

fC/c

m]

0

2

4

6

8

10

12

14 View 0 View 1

run 748 dQ/ds

26

Y [cm]150− 100− 50− 0 50 100 150

X [c

m]

50−

0

50

fC/c

m

8

10

12

14

16

18

Sum of Tr. Mean dQ/ds (Both Views)

1

12

10

3

HV settings :LEM 1, 3 and 12 at 26 kV/cmLEM 10 at 25 kV/cmOther LEMs at 28 kV/cmGrid at 4.5 kVInduction at 1 kV/cm

- Lower gain in corners LEMs

- Higher gain for LEM 2, 4 and 11 - MPV dQ/ds in View 1 > View 0

↳differs from Slavic’s results

Events with more than 20 2D tracks reconstructed in either views are removed

Page 27: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

N 2D Tracks per event0 10 20 30 40 50 600

20

40

60

80

100

120

LEM ID1 2 3 4 5 6 7 8 9 10 11 12

Fitt

ed M

PV o

f dQ

/ds [

fC/c

m]

0

2

4

6

8

10

12 View 0 View 1

run 766 dQ/ds [PMT trigger]

27

Y [cm]150− 100− 50− 0 50 100 150

X [c

m]

50−

0

50

fC/c

m

6

8

10

12

14

16

18

20

22

Sum of Tr. Mean dQ/ds (Both Views)

1

12

10

3

- Different gain pattern wrt to run 748- Tracks are different (PMT Trigger), they are more vertical and more energetic - Very preliminary result, as some fake 2D and 3D tracks might be found out of the energetic events

HV settings :LEM 1, 3, 10, 12 at 24 kV/cmOther LEMs at 28 kV/cmGrid at 4. kVInduction at 1. kV/cm

View 0 View 1

Events with more than 20 2D tracks reconstructed in either views are removed

Page 28: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

150− 100− 50− 0 50 100 150 200

60−

40−

20−

0

20

40

60

80

100

x [c

m]

y [cm]

3D tracks

Drift Distance [cm]0 10 20 30 40 50 60 70 80 90 100

dQ

/ds [

fC/c

m]

0

50

100

run 766 dQ/ds [PMT trigger]

28

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2

4

6

8

10

View 0 LEM 1trk3D_dqds_v0_LEM1Entries 128Mean 10.64RMS 12

/ ndf 2χ 28.03 / 37Width 1.079± 2.871 MP 43.7660± 0.5001 Area 14.82± 94.68 GSigma 8.2129± 0.9704

View 0 LEM 1

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2

4

6

8

10

12

14

16

View 0 LEM 9trk3D_dqds_v0_LEM9Entries 313

Mean 14.82

RMS 17.09

/ ndf 2χ 59.12 / 67

Width 0.26± 2.26

MP 0.332± 4.716

Area 9.2± 135.2

GSigma 9.255764± 0.000131

View 0 LEM 9

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

15

20

25

View 0 LEM 4trk3D_dqds_v0_LEM4Entries 727

Mean 16.52

RMS 18.13

/ ndf 2χ 84.59 / 84

Width 0.174± 2.621

MP 0.238± 4.671

Area 13.6± 312.8

GSigma 6.963e+00±06 − 1.112e

View 0 LEM 4

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2468

101214161820

View 1 LEM 1trk3D_dqds_v1_LEM1Entries 233Mean 10.98RMS 14.8

/ ndf 2χ 42.27 / 49Width 0.227± 1.239 MP 0.193± 2.819 Area 7.49± 98.33 GSigma 0.7610± 0.4739

View 1 LEM 1

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

15

20

25

30

35

View 1 LEM 7trk3D_dqds_v1_LEM7Entries 1282

Mean 17.51

RMS 17.54

/ ndf 2χ 140.4 / 92

Width 0.167± 3.389

MP 0.245± 6.169

Area 18.1± 546.6

GSigma 5.099e+00±10 − 8.188e

View 1 LEM 7

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2

4

6

8

10

12

View 1 LEM 12trk3D_dqds_v1_LEM12Entries 112

Mean 6.122

RMS 6.616

/ ndf 2χ 27.63 / 26

Width 0.726± 1.791

MP 0.668± 1.999

Area 13.14± 57.42

GSigma 9.8569832± 0.0001179

View 1 LEM 12

some of the dQ/ds fits

Page 29: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Current Status in LArSoft

Page 30: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

First try using LArSoft in the 3x1x1 configuration

• Data can be imported and converted to LArSoft friendly format.

• Standard LArSoft reconstruction is in place, alternative reconstruction tools for dual phase are under developments.

• Standard reconstruction can be run on real data: quality criteria must yet be defined. Gain and purity measurements requires ad-hoc tools not yet existing

• For this presentation, used LArSoft out the box without tuning reconstruction parameters • Deconvolution and "noise filtering" applied

Page 31: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Raw data event display from run 748 event 13

Raw data event display

view 1

view 0

Page 32: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Hit finding

Hits are found along the track direction even if in the raw data they weren’t evident

view 1

view 0

Page 33: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Hit finding – Issues

Some problematic points with the hit finding

view 1

view 0

Page 34: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Cluster finding

Cluster finding results is quite good, although missing splits tracks into several clusters

view 1

view 0

Page 35: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Raw hit finding

Raw hit finding works on non convoluted signals. • No noise filtering applied yet.• Cleaner wire signal.• No artifact from deconvolution.

• Key parameters to tune to avoidfitting noise hits:

• ADC count threshold.• ADC sum of hit.• Length of hit.More time still needed for tuning.

Æ Under development

Here threshold for fitting: 10 ADC counts.

view 1

view 0

Page 36: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Raw hit findingThreshold for fitting: 5 ADC counts.More noise is fitted but tuning of other parameters (see previous slide) and noise filteringshould get rid of this.

view 1

view 0

Page 37: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Plans

37

At the software level :-With the current high voltage settings, the main problem is the hit finding as the gain is low :

- Investigate the noise reduction- Could fitting hits help in Qscan ? (largely increase the reconstruction time)

-Investigate the highly energetic events in terms of cross talk

In QScan track finding code seems to be work fairly well. LArSoft reconstruction developments are on-going.3D matching needs a better track reconstruction, in particular at the start and ending points.

At the data level : • Take pulsing data to :

- try to better understand the cross talk- Intercalibrate each channels

• We can clearly see the effect in terms of track reconstruction of the grid & LEM increasing voltage

Page 38: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Backup

Page 39: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Parameters used for the reconstruction so far

39

in Qscan/WA105_rectasks.configHit Finding :

Track Finding :

3D matching :

Page 40: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Standard reconstruction in LArSoft

LArSoft module name Reconstruction task Used on real data

DataPrep Creation of calibrated signals on wires: • Pedestal subtraction* • Deconvolution • FFT and noise corrections …

Yes

Gaushit Standard hit finding fitting a gaussian function

Yes

Linecluster Clustering the hits in straight lines. Used as starting point for track reconstruction

Yes

Pmtrack 3D track reconstruction No

Blurred cluster and emshower Clustering to find 2D shower and 3D shower reconstruction

No

*Not yet done at this level currently, but something already exists, just need to put it in place

Page 41: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

run 748 dQ/ds fits view 0

41

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2

4

6

8

10

12

14

16

View 0 LEM 1trk3D_dqds_v0_LEM1Entries 210Mean 8.639RMS 8.248

/ ndf 2χ 34.9 / 38Width 0.2404± 0.7205 MP 0.280± 4.993 Area 7.41± 93.29 GSigma 0.311± 1.807

View 0 LEM 1

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2

4

6

8

10

View 0 LEM 2trk3D_dqds_v0_LEM2Entries 207Mean 11.71RMS 6.675

/ ndf 2χ 33.15 / 50Width 0.903± 2.788 MP 0.535± 7.332 Area 9.9± 108.4 GSigma 2.05± 2.33

View 0 LEM 2

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2

4

6

8

10

12

14

16

View 0 LEM 3trk3D_dqds_v0_LEM3Entries 186Mean 8.607RMS 8.778

/ ndf 2χ 24.1 / 41Width 0.186± 1.006 MP 0.17± 3.86 Area 6.94± 85.99 GSigma 0.4052± 0.6026

View 0 LEM 3

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2

4

6

8

10

12

14

16

View 0 LEM 4trk3D_dqds_v0_LEM4Entries 359Mean 13.61RMS 11.42

/ ndf 2χ 65.17 / 66Width 0.4± 2.8 MP 0.417± 6.313 Area 10.6± 163.6 GSigma 1.609± 1.198

View 0 LEM 4

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2468

1012141618202224

View 0 LEM 5trk3D_dqds_v0_LEM5Entries 298Mean 10.56RMS 7.203

/ ndf 2χ 56.44 / 56Width 0.320± 1.811 MP 0.275± 6.066 Area 9.0± 134.2 GSigma 0.607± 1.671

View 0 LEM 5

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

15

20

25

30

View 0 LEM 7trk3D_dqds_v0_LEM7Entries 536Mean 9.645RMS 7.896

/ ndf 2χ 42.26 / 53Width 0.151± 1.103 MP 0.183± 5.856 Area 12.1± 263 GSigma 0.28± 1.92

View 0 LEM 7

3

1 2

4 7

5 6

8 11

9 10

12

Page 42: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

run 748 dQ/ds fits view 0

42

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2468

1012141618202224

View 0 LEM 6trk3D_dqds_v0_LEM6Entries 416Mean 12.7RMS 13.14

/ ndf 2χ 70.8 / 63Width 0.281± 1.879 MP 0.253± 5.477 Area 10.4± 183 GSigma 0.776± 1.073

View 0 LEM 6

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2

4

6

8

10

12

14

16

18

View 0 LEM 9trk3D_dqds_v0_LEM9Entries 327Mean 11.82RMS 8.214

/ ndf 2χ 40.83 / 56Width 0.409± 1.777 MP 0.365± 7.259 Area 10.6± 163.2 GSigma 0.586± 3.033

View 0 LEM 9

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2468

1012141618202224

View 0 LEM 8trk3D_dqds_v0_LEM8Entries 373

Mean 11.82

RMS 10.51

/ ndf 2χ 48.28 / 61

Width 0.146± 1.982

MP 0.226± 5.696

Area 10.1± 176.4

GSigma 9.7703419± 0.0002977

View 0 LEM 8

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2468

10121416182022

View 0 LEM 11trk3D_dqds_v0_LEM11Entries 407Mean 12.92RMS 9.286

/ ndf 2χ 52.28 / 65Width 0.327± 1.662 MP 0.320± 7.616 Area 10.9± 192.8 GSigma 0.50± 2.98

View 0 LEM 11

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2

4

6

8

10

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16

View 0 LEM 10trk3D_dqds_v0_LEM10Entries 206Mean 6.76RMS 5.028

/ ndf 2χ 26.88 / 35Width 0.2209± 0.7541 MP 0.290± 3.993 Area 7.64± 97.97 GSigma 0.346± 1.886

View 0 LEM 10

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2

4

6

8

10

12

14

16

View 0 LEM 12trk3D_dqds_v0_LEM12Entries 111Mean 5.164RMS 7.177

/ ndf 2χ 11.6 / 22Width 0.2049± 0.7137 MP 0.155± 2.232 Area 5.64± 54.29 GSigma 0.5936± 0.3362

View 0 LEM 12

3

1 2

4 7

5 6

8 11

9 10

12

Page 43: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

run 748 dQ/ds fits view 1

43

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

15

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30

35

View 1 LEM 1trk3D_dqds_v1_LEM1Entries 304Mean 7.384RMS 5.079

/ ndf 2χ 39.46 / 36Width 0.1220± 0.9215 MP 0.125± 4.362 Area 8.9± 143 GSigma 0.2402± 0.6182

View 1 LEM 1

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2468

1012141618202224

View 1 LEM 2trk3D_dqds_v1_LEM2Entries 327Mean 13.58RMS 10.41

/ ndf 2χ 52.91 / 60Width 0.332± 1.622 MP 0.30± 7.69 Area 9.3± 146.3 GSigma 0.497± 2.373

View 1 LEM 2

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

10

20

30

40

50

View 1 LEM 3trk3D_dqds_v1_LEM3Entries 432Mean 8.091RMS 7.041

/ ndf 2χ 44.87 / 51Width 0.1415± 0.9751 MP 0.146± 4.406 Area 10.9± 208.8 GSigma 0.229± 1.345

View 1 LEM 3

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

2468

1012141618202224

View 1 LEM 4trk3D_dqds_v1_LEM4Entries 621

Mean 18.55

RMS 15.87

/ ndf 2χ 79.56 / 86

Width 0.225± 3.254

MP 0.293± 7.823

Area 13.0± 285

GSigma 9.996e+00±05 − 9.007e

View 1 LEM 4

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

15

20

25

30

View 1 LEM 5trk3D_dqds_v1_LEM5Entries 542Mean 9.454RMS 6.36

/ ndf 2χ 50.94 / 59Width 0.20± 1.74 MP 0.217± 5.176 Area 12.4± 269.3 GSigma 0.578± 1.123

View 1 LEM 5

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

15

20

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35

40

45

View 1 LEM 7trk3D_dqds_v1_LEM7Entries 910Mean 13.15RMS 10.69

/ ndf 2χ 81.4 / 78Width 0.152± 1.523 MP 0.180± 7.406 Area 15.4± 432.6 GSigma 0.328± 2.392

View 1 LEM 7

3

1 2

4 7

5 6

8 11

9 10

12

Page 44: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

run 748 dQ/ds fits view 1

44

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

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View 1 LEM 6trk3D_dqds_v1_LEM6Entries 561Mean 12.82RMS 9.455

/ ndf 2χ 78.24 / 68Width 0.250± 1.543 MP 0.249± 7.578 Area 12.1± 256.1 GSigma 0.446± 2.025

View 1 LEM 6

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

15

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40

45

View 1 LEM 9trk3D_dqds_v1_LEM9Entries 683Mean 12.52RMS 8.717

/ ndf 2χ 46.4 / 64Width 0.140± 1.608 MP 0.160± 7.669 Area 13.7± 337.9 GSigma 0.342± 1.237

View 1 LEM 9

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

15

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View 1 LEM 8trk3D_dqds_v1_LEM8Entries 520Mean 13.23RMS 10.27

/ ndf 2χ 54.26 / 70Width 0.173± 1.574 MP 0.166± 7.694 Area 11.6± 245 GSigma 0.357± 1.227

View 1 LEM 8

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

15

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30

View 1 LEM 11trk3D_dqds_v1_LEM11Entries 558Mean 16.19RMS 13.57

/ ndf 2χ 242 / 75Width 0.00923± 0.06154 MP 0.03± 13.66 Area 8.6± 146 GSigma 0.026± 3.214

View 1 LEM 11

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

15

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25

30

35

40

View 1 LEM 10trk3D_dqds_v1_LEM10Entries 494Mean 7.395RMS 7.384

/ ndf 2χ 34.79 / 45Width 0.11± 1.01 MP 0.123± 3.912 Area 11.7± 245.5 GSigma 0.2365± 0.7993

View 1 LEM 10

dQ/ds [fC/cm]0 10 20 30 40 50 60 70 80 90 1000

5

10

15

20

25

30

35

View 1 LEM 12trk3D_dqds_v1_LEM12Entries 336Mean 5.323RMS 3.659

/ ndf 2χ 17.11 / 28Width 0.1171± 0.6899 MP 0.13± 3.32 Area 9.8± 172.7 GSigma 0.2627± 0.8334

View 1 LEM 12

3

1 2

4 7

5 6

8 11

9 10

12

Page 45: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Example - run 748, event 42

3

1 2

4 7

5 6

8 11

9 10

12

Other nice because it crosses only one side of the detector and part of view 1 :

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

3.0 kV

2.8 kV

2.8 kV

2.7 kV

2.8 kV

LEM down voltages :

Page 46: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Example - run 748, event 42 - view 0

View 0 : no problem View 1 : most of the hits are found !

red : found trackblue : hits associated to a trackblack : un-associated hits

In view 0, for this event, all the hits are found.But the shape of the waveforms do not follow the expected attenuation trend due to the different LEM configuration

→At this moment, it is difficult to perform purity analysis

All waveforms (pedestal subtracted)LEM 1, 2, 5, 6, 9 or 10LEM 3, 4, 7, 8, 11 or 12

Page 47: First data quality check of 3x1x1 using LArSoft and QScan · QScan - LArSoft −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 Qscan - LArSoft Time bin 0 200 400 600 800 1000 1200 1400 1600 ADC

Example - run 748, event 42 - view 1 red : found trackblue : hits associated to a trackblack : un-associated hits

LEM 1 or 3LEM 2 or 4LEM 5 or 7

LEM 6 or 8LEM 9 or 11LEM 10 or 12

All waveforms (pedestal subtracted)

Within a LEM, the response seems to be not uniform → could it be due to the LEM thickness ? we can clearly see the difference in voltages applied in LEM 3 and 12 wrt to the others

View 0 : no problem View 1 : most of the hits are found !


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