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Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15...

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March 2006 S. Emami Slide 1 doc.: IEEE 802.15-06-0191- 00-003c Submiss ion Project: IEEE P802.15 Working Group for Wireless Personal Area Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs) Networks (WPANs) Submission Title: [Channel model based on IBM measured data] Date Submitted: [March 2006] Source: [Shahriar Emami, [email protected] ] [Zhiguo Lai, University of Massachusetts, [email protected] ] [Brian Gaucher, IBM Research, [email protected]] [Abbie Mathew, NewLANS, [email protected]] Abstract: [] Purpose: [To update task group on channel modeling simulation work] Notice: This document has been prepared to assist the IEEE P802.15. It is offered as a basis for discussion and is not binding on the contributing individual(s) or organization(s). The material in this document is subject to change in form and content after further study. The contributor(s) reserve(s) the right to add, amend or withdraw material contained herein. Release: The contributor acknowledges and accepts that this contribution becomes the property of IEEE and may be made publicly available by P802.15.
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Page 1: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

March 2006

S. EmamiSlide 1

doc.: IEEE 802.15-06-0191-00-003c

Submission

Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

Submission Title: [Channel model based on IBM measured data]Date Submitted: [March 2006]Source: [Shahriar Emami, [email protected] ] [Zhiguo Lai, University of Massachusetts, [email protected] ] [Brian Gaucher, IBM Research, [email protected]] [Abbie Mathew, NewLANS, [email protected]]Abstract: []

Purpose: [To update task group on channel modeling simulation work]

Notice: This document has been prepared to assist the IEEE P802.15. It is offered as a basis for discussion and is not binding on the contributing individual(s) or organization(s). The material in this document is subject to change in form and content after further study. The contributor(s) reserve(s) the right to add, amend or withdraw material contained herein.Release: The contributor acknowledges and accepts that this contribution becomes the property of IEEE and may be made publicly available by P802.15.

Page 2: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

March 2006

S. EmamiSlide 2

doc.: IEEE 802.15-06-0191-00-003c

Submission

Motivation

802.11n and UWB ----------------------> few hundred Mbps  Future applications require Gbps rate - wireless Ethernet, wireless camcorder downloads and HDMI delivery  Significant amount of bandwidth is available at 60 GHz  - USA (57-64 GHz), Canada (57-64 GHz) - Japan (59-66 GHz) - Australia (59.4-62.9 GHz) - South Korea - Europe IEEE 802.15.3c to develop PHY for 60 GHz application

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S. EmamiSlide 3

doc.: IEEE 802.15-06-0191-00-003c

Submission

Goal of developing such a channel model for comparing PHYs  Components of channel mode

- Large scale fading (path loss and shadowing)- Small scale fading (amplitude statistics, PDP, delay spread)

The channel modeling sub-committee

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S. EmamiSlide 4

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Submission

The existing 60 GHz channel modeling

- Mostly focused on outdoor environment- They limit themselves to one indoor environment

 A channel model fit for a few indoor environments does not exist

Page 5: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

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S. EmamiSlide 5

doc.: IEEE 802.15-06-0191-00-003c

Submission

IBM data base

The data base consists of measurements in three different environments namely   - office - library/laboratory - residential Over 700 PDPsLimitation: omni directional antennas on both ends

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S. EmamiSlide 6

doc.: IEEE 802.15-06-0191-00-003c

Submission

- path loss- Shadowing Average Path Loss   Path Loss 

Large scale Fading

0100 log10[dB] )([dB] )(d

dndLdL

[dB] [dB] )([dB] )( XdLdL

Page 7: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

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Submission

where and are the predicted and the measured path losses at the k-th location (totally M locations), respectively, and parameters through are given by

MSE is minimized when

FELDnCLBnLAnM

LLM

M

k

kk

0200

22

1measpred

11MSE

M

k

kM

k

kM

k

kk

M

k

kM

k

k

LFLEd

dLD

MCd

dB

d

dA

1

2

meas1

meas1 0

10meas

1 010

1

2

010

,2 ,log20

,log20 ,log100

02)(

and 02)(

00

0

EBnCLL

DBLAnn

Parameter Extraction

kLpredkLmeas

Page 8: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

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S. EmamiSlide 8

doc.: IEEE 802.15-06-0191-00-003c

Submission

n

Parameter Office Lib/lab Private house

L0 (dB) 71.21 71.53 80.00 (80.55)

1.62 1.42 1.30 (0.40)

σ (dB) 5.15 5.78 5.20 (4.66)

Table I: Path loss and large scale model parameters for the three different environments

n

Page 9: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

March 2006

S. EmamiSlide 9

doc.: IEEE 802.15-06-0191-00-003c

Submission

Figure 1: Path loss versus Tx-Rx separation

0.5 1 2 3 4 5 6 7 8 9 10

-90

-80

-70

-60to

tal p

ath

loss

(dB

)

0.5 1 2 3 4 5 6 7 8 9 10

-90

-80

-70

-60

tota

l pat

h lo

ss (

dB)

0.5 1 2 3 4 5 6 7 8 9 10-95

-90

-85

-80

-75

-70

Tx-Rx separation (m)

tota

l pat

h lo

ss (

dB)

measurementMSE fitting

measurementMSE fitting

measurementMSE fittingmanual fitting

Office environment

Lib/lab environment

Private house environment

Page 10: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

March 2006

S. EmamiSlide 10

doc.: IEEE 802.15-06-0191-00-003c

Submission

-       Amplitude statistics-        Power delay profile-        Delay spread  PDP - Single exponential decay- Constant followed by exponential decay   Selected model - Single cluster S-V model - Rayleigh amplitude - PDP

b

ns/b

if

0if)(

CeB

A

Small Scale Fading

Page 11: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

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S. EmamiSlide 11

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Submission

-0.02 -0.01 0 0.01 0.02 0.030

10

20

30

40

50

60

70

80

90real part

-0.02 -0.01 0 0.01 0.020

10

20

30

40

50

60

70imaginary part

0 0.005 0.01 0.015 0.02 0.0250

10

20

30

40

50

60

70

80magnitude

-200 -100 0 100 2000

2

4

6

8

10

12

14

16

18phase

Office001 CIR distributionCIR Statistics

Page 12: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

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S. EmamiSlide 12

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Submission

Parameter Optimization

Define two metrics: MSE(PDP) and MSE(RMS-DS) MSE(PDP) The mean squared error (MSE) between the PDP of the measurement set and that of the model Objective:

To determine the parameter set that minimizes the two metrics jointly for a given environment.

Page 13: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

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S. EmamiSlide 13

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Submission

Figure 2: Metrics versus path density for the lib/lab environment

0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.52

4

6

8

10

12

14x 10

-3 MSE according to PDP

(/ns)

0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.50

0.05

0.1

0.15

MSE according to RDS

(/ns)

A = 0.1A = 0.2A = 0.3A = 0.4

A = 0.1A = 0.2A = 0.3A = 0.4

Lib/lab environment maximum delay = 200 ns

PV() = A when < 0.5 ns

PV

() = 0.01 e-0.09 when > 0.5 ns

Page 14: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

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S. EmamiSlide 14

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Submission

Figure 3: Metrics versus path density for the lib/lab environment

0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.52

4

6

8

10

12

14x 10

-3 MSE according to PDP

(/ns)

0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.50

0.05

0.1

0.15

0.2MSE according to RDS

(/ns)

B = 0.005B = 0.010B = 0.015B = 0.020

B = 0.005B = 0.010B = 0.015B = 0.020

Lib/lab environment maximum delay = 200 ns

PV() = 0.3 when < 0.5 ns

PV

() = B e-0.09 when > 0.5 ns

Page 15: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

March 2006

S. EmamiSlide 15

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Submission

Figure 4: Metrics versus path density for the lib/lab environment

0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.50

0.005

0.01

0.015MSE according to PDP

(/ns)

0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.50

0.05

0.1

0.15

0.2

0.25MSE according to RDS

(/ns)

C = 0.05C = 0.08C = 0.09C = 0.10C = 0.15C = 0.20

C = 0.05C = 0.08C = 0.09C = 0.10C = 0.15C = 0.20

Lib/lab environment maximum delay = 200 ns

PV() = 0.3 when < 0.5 ns

PV

() = 0.01 e-C when > 0.5 ns

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S. EmamiSlide 16

doc.: IEEE 802.15-06-0191-00-003c

Submission

Table II: Multipath model parameters for the three different environments

Parameters Office Lib/lab Private home

path density (1/ns) 0.50 0.10 0.30 maximum delay max(ns) 100 200 50

break point b (ns) 0.4 0.5 0.9

constant A 0.3 0.3 0.6 multiplier B 0.01 0.01 0.1 exponent C 0.12 0.095 0.25

Page 17: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

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S. EmamiSlide 17

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Submission

Figure 5: Average of Normalized PDPs (office environment)

Page 18: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

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S. EmamiSlide 18

doc.: IEEE 802.15-06-0191-00-003c

Submission

Figure 6: Cumulative distribution of delay spread (office environment)

Page 19: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

March 2006

S. EmamiSlide 19

doc.: IEEE 802.15-06-0191-00-003c

Submission

Figure 7: Average of Normalized PDPs (lib/lab environment)

0 5 10 15 20 25 30-30

-25

-20

-15

-10

-5

delay in ns

mea

n pa

th lo

ss in

dB

measurementstochastic model

Page 20: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

March 2006

S. EmamiSlide 20

doc.: IEEE 802.15-06-0191-00-003c

Submission

Figure 8: Cumulative distribution of delay spread (lib/lab environment)

0 5 10 15 20 250

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

delay in ns

cum

ulat

ive

prob

abili

ty

measurementstochastic model

Page 21: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

March 2006

S. EmamiSlide 21

doc.: IEEE 802.15-06-0191-00-003c

Submission

Figure 9: Average of Normalized PDPs (private house)

0 5 10 15 20 25 30-40

-35

-30

-25

-20

-15

-10

-5

delay in ns

mea

n pa

th lo

ss in

dB

measurementsstochastic model

Page 22: Doc.: IEEE 802.15-06-0191-00-003c Submission March 2006 S. EmamiSlide 1 Project: IEEE P802.15 Working Group for Wireless Personal Area Networks (WPANs)

March 2006

S. EmamiSlide 22

doc.: IEEE 802.15-06-0191-00-003c

Submission

Figure 10: Cumulative distribution of delay spread (private house)

0 1 2 3 4 5 6 7 8 9 100

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

delay in ns

cum

ulat

ive

prob

abili

ty

measurementsstochastic model


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