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![Page 1: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/1.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 1
doc.: IEEE 802.15-02/294SG3a
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: Empirically Based Statistical Ultra-Wideband Channel ModelDate Submitted: 08 June, 2002Source: Marcus Pendergrass, Time Domain Corporation 7057 Old Madison Pike, Huntsville, AL 35806Voice:256-428-6344 FAX: [256-922-0387], E-Mail: [email protected]
Re: Ultra-wideband Channel Models IEEE P802.15-02/208r0-SG3a, 17 April, 2002,
Abstract: An ultra-wideband (UWB) channel measurement and modeling effort, targeted towards the short-range, high data rate wireless personal area network (WPAN) application space, is described. Results of this project include a measurement database of 429 UWB channel soundings, including both line of sight and non line of sight channels, a statistical description of this database, and recommended models and modeling parameters for several UWB WPAN scenarios of interest.
Purpose: The information provided in this document is for consideration in the selection of a UWB channel model to be used for evaluating the performance of a high rate UWB PHY for WPANs.
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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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 2
doc.: IEEE 802.15-02/294SG3a
Submission
Marcus Pendergrass and William C. Beeler
24 June 2002
with thanks to Laurie Foss, Joy Kelly, James Mann, Alan Petroff, Alex Petroff, Mitchell Williams, and Scott Yano for assistance and support.
Empirically Based Statistical Ultra-Wideband (UWB) Channel Model
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 3
doc.: IEEE 802.15-02/294SG3a
Submission
Executive Summary• Important to characterize the Wireless Personal area
network (WPAN) environment.
• 429 channel soundings taken in residential and office environments.
• Statistical multipath models for 3 environments described: LOS 0-4 meters, NLOS 0-4 meters, NLOS 4 - 10 meters.
• Channel response modeled as a sum of scaled and delayed versions template waveform.
• Good fit to measurement data. Distortion <1dB.
• Recommendations offered
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 4
doc.: IEEE 802.15-02/294SG3a
Submission
Outline
• Introduction
• Measurement Campaign
• Data Analysis
• Statistical Environmental Models
• Analytical Models
• Conclusions/Recommendations
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 5
doc.: IEEE 802.15-02/294SG3a
Submission
• Introduction
• Measurement Campaign
• Data Analysis
• Statistical Environmental Models
• Analytical Models
• Conclusions/Recommendations
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 6
doc.: IEEE 802.15-02/294SG3a
Submission
Approach• Measurement Campaign
• Channel soundings taken in a variety of WPAN-type environments.
• Data Analysis• Deconvolution of channel impulse response (CIR) from
measurements. • Assessment of channel distortion. • Statistical analysis of UWB channel parameters as a
function of environment type.• Fit existing models to data
• IEEE 802.11 model.• The -K model.
• Assess goodness of fit• Recommend models, parameters
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 7
doc.: IEEE 802.15-02/294SG3a
Submission
Overview of Results
• 429 channels soundings taken from 11 different home and office environments.– Data and documentation will be made available to SG3a.
• Environmental signal distortion estimated.
• Multipath channel described statistically:• Number of multipath components.• Distribution of multipath arrival times.• Average power decay profile• Distribution of RMS delay vs. distance• Distribution of mean excess delay vs. distance
• Ability of existing models to capture the phenomenology of the data assessed.
• Recommendations made.
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 8
doc.: IEEE 802.15-02/294SG3a
Submission
• Introduction
• Measurement Campaign
• Data Analysis
• Statistical Environmental Models
• Analytical Models
• Conclusions/Recommendations
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 9
doc.: IEEE 802.15-02/294SG3a
Submission
Purpose: • Obtaining diverse set of measurements of the UWB
channel.
– 11 Different office and home environments
– LOS and NLOS channels
– Wood & Metal Studs construction
– Distances up to 10 meters
– Documentation: Methodology, location, environments
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 10
doc.: IEEE 802.15-02/294SG3a
Submission
Test Setup Details
• Data recorded:
– 100 ns channel record.
– 4096 data points per record.
– Effective sampling time is 24.14 ps (20 GHz Nyquist frequency).
– 350 averages per data point per channel record (for high SNR).
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 11
doc.: IEEE 802.15-02/294SG3a
Submission
Channel Measurement Test Setup
LNA
Delay Line
Preamp
Filter
f (GHz)
3
Floppy
HP54750A
Ch.1
Ch.2
Trig
DSO
5
Tx:-10dBm
TDC SG
Attenuator
37dB0-80dB
Rx:20dB Gain4.8dB NF3dBi
30dB2.2NF
Channel
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 12
doc.: IEEE 802.15-02/294SG3a
Submission
Measurement Location Example13'-9"
10'-3
"
6'-9
"17
.7
36" door
file cabinet16.5"x28"
desk27'x47.5"
bookcase12"x30"
bookcase12"x30"
desk
27.5
"x47
"
desk27.5"x47"
shelf40"x12"
lampz =
185.4
z = 74.9
z = 125.7
Chair
z= 48
Chair
z 19
Chair
z = 48
z =
81.3
49
z =
124.4z =
71z =
71
trash
tras
h
10"x15"z = 38
10"x
15"
z =
38
chair
z = 52
z=47
z =
48
14"x
35"
z = 166.4
z = 74.9
z = 74.9z =
125.7
1
3
17
11
19
15
13
7
9
5
23
74.9
z = 74.9
80.9
z = 166.4199.6
z = 74.9
z = 166.4
292.
8
103.4
z = 74.9
268.
3
z = 86.3
269
z = 74.9
252.9
z = 52
250.8
z = 52
114126
z = 86
67.87"
31
2.5
419.2
205.
7
Lampz=185
Lampz=185
Receiverz = 0cm
NLOS LOS
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 13
doc.: IEEE 802.15-02/294SG3a
Submission
Measurement Database• 429 included in delivered data base.• Database includes:
– Received waveform – Extracted channel impulse responses.– Calculated channel parameters (RMS delay and
path loss).– Various measurement meta-data
• locations of transmitter and receiver• channel categorized as LOS or NLOS.• calculated line of sight delay time• environment type (wood stud, metal stud)• number of intervening walls between transmitter and
receiver.
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 14
doc.: IEEE 802.15-02/294SG3a
Submission
• Introduction
• Measurement Campaign
• Data Analysis
• Statistical Environmental Models
• Analytical Models
• Conclusions/Recommendations
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 15
doc.: IEEE 802.15-02/294SG3a
Submission
Analysis Goals
• Extract a description of the channel that is independent of the channel stimulus.
• Estimate “distortion” caused by the propagation environments.
• Produce a statistical description of channel as a function of environment type.
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 16
doc.: IEEE 802.15-02/294SG3a
Submission
Major Analysis Assumptions
• Channel modeled as a linear time-invariant (LTI) filter.– assume that there are negligible changes to the channel on the
time scale of a communications packet.
• Impulse response for the channel is assumed to be of the form
– channel’s effect on signal is modeled as a series of amplitude scalings ak and time delays k.
N
kkk tath
0
)( (1)
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 17
doc.: IEEE 802.15-02/294SG3a
Submission
20 40 60 80 100 120 140 160 180-2000
-1000
0
1000
2000
Am
plitu
de
Received Reconstructed
20 40 60 80 100 120 140 160 180-0.05
-0.025
0
0.025
0.05
Time (nS)
CIR
20 dB Threshold
CLEAN is a variation of
a serial correlation
algorithm Uses a template
received waveform to
sift through an arbitrary
received waveform Cross-correlation with
template suppresses
non-coherent signals
and noise Result is k’s and k’s
of CIR independent of
measurement system
CLEAN Algorithmused to deconvolve CIR from channel
record
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 18
doc.: IEEE 802.15-02/294SG3a
Submission
CLEAN AlgorithmCompared to Frequency Domain De-
Convolution
0 5 10 15 20 25 30 35 40 45 50
-1000
0
1000
Channel Record (Signal + noise)
Am
plitu
de
0 5 10 15 20 25 30 35 40 45 500
0.02
0.04
0.06
0.08
0.1
Time (nS)
CLEAN Template Correlation vs Frequency Domain De-Convolution
norm
aliz
ed h
(t)
Frequency De-Convolution CIR
CLEAN CIR
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 19
doc.: IEEE 802.15-02/294SG3a
Submission
CLEAN Algorithmgeometric interpretation
s
r
s-r
Original scan Error vector
Linear space of all possible reconstructed scans
CLEAN approximation to original scan (reconstructed scan)
2
2
s
r
Energy Capture Ratio:
Relative Error:
2
2
s
rs
Least Squares Condition:
12
2
2
2
s
rs
s
r(2)
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 20
doc.: IEEE 802.15-02/294SG3a
Submission
CLEAN Residual Estimates of Signal Distortion
• Least squares condition met at 85% energy capture ratio, on average.
• Estimated signal distortion:
– NLOS, 0 to 4 meters, metal stud case: 15.5% (0.7 dB)
– LOS, 0 to 4 meters, metal stud case: 16.6% (0.7 dB)
– NLOS, 4 to 10 meters, metal stud case: 17.0% (0.8 dB)
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 21
doc.: IEEE 802.15-02/294SG3a
Submission
• Introduction
• Measurement Campaign
• Data Analysis
• Statistical Environmental Models
• Analytical Models
• Conclusions/Recommendations
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 22
doc.: IEEE 802.15-02/294SG3a
Submission
Explanation of Channel Statistics
• Channels characterized in terms of the following statistical parameters– Number of multipath components per channel.
– Occupancy probabilities as a function of excess delay.
– Mean log relative magnitudes as a function of excess delay.
– RMS delay as a function of distance.
– Mean excess delay as a function of distance.
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 23
doc.: IEEE 802.15-02/294SG3a
Submission
delays
amplitudes
LOS delay
kth excess delay: k – 0
0 1k
a0a1 ak
amax
Channel Statistics
• Mean excess delay is a weighted average of the excess delays in the CIR.
• CIR square amplitudes provide the weights
• RMS delay is the standard deviation of the excess delays.• again the CIR square amplitudes provide the weights.
kth relative magnitude:maxa
ak
time
multipath component
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 24
doc.: IEEE 802.15-02/294SG3a
Submission
excess delay
rela
tive
mag
nit
ud
e
Mean relative magnitude at a given excess delay value over a collection of CIRs
Channel Statistics
excess delay
pro
ba
bil
ity
of
occ
up
anc
y
Probability that there is a multipath component at a given excess delay offset
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 25
doc.: IEEE 802.15-02/294SG3a
Submission
Dependence of Channel Statistics on CLEAN Algorithm
Stopping Condition
• Channel statistics computed from channel impulse response as calculated by CLEAN algorithm.
• Dependence of channel statistics on stopping criteria assessed.
• The following energy capture stopping criteria were evaluated: 80%, 85%, 90%, 95%
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 26
doc.: IEEE 802.15-02/294SG3a
Submission
80% Energy Capture(notional)
amplitudes
time
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 27
doc.: IEEE 802.15-02/294SG3a
Submission
amplitudes
time
85% Energy Capture(notional)
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 28
doc.: IEEE 802.15-02/294SG3a
Submission
90% Energy Capture(notional)
amplitudes
time
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 29
doc.: IEEE 802.15-02/294SG3a
Submission
95% Energy Capture(notional)
amplitudes
time
What is the effect on channel statistics?
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 30
doc.: IEEE 802.15-02/294SG3a
Submission
Comparison of Statistics Across Energy Capture Ratios
II. LOS, 0 to 4 meters, metal stud
85% energy capture 95% energy capture
Avg. RMS Delay
Mean Number of Components per Channel
Avg. Mean Excess Delay
6.36 ns5.27 ns
5.17 ns4.95 ns
24.0 42.3
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 31
doc.: IEEE 802.15-02/294SG3a
Submission
85% Energy Capture Ratio Used for Statistical Analysis
• Number of multipath components per channel is the statistic that is most sensitive to changes in the stopping criteria.
• Large change in number of multipath components causes only small changes in other statistics in going from 85% to 95% energy capture ratio.
• 85% stopping criteria also good from a least squares point of view.
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 32
doc.: IEEE 802.15-02/294SG3a
Submission
Statistical Environmental Models
• Each environment characterized by statistical profile of channels collected from that environment.
• Statistical analysis and model fitting done only for metal stud measurements.– 369 metal stud measurements.– 60 wood stud measurements not enough for statistical
breakdown.– Three scenarios considered:
• I. NLOS, 0 to 4 meters, metal stud (120 channels).• II. LOS, 0 to 4 meters, metal stud (xxx channels).• III. NLOS, 4 to 10 meters, metal stud (xxx channels).
– Not enough LOS, 4 to 10 meter channels for analysis.
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July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 33
doc.: IEEE 802.15-02/294SG3a
Submission
20
33
45
22
0
5
10
15
20
25
30
35
40
45
50
0 to 1 m 1 to 2 m 2 to 3 m 3 to 4 m
distance
nu
mb
er o
f ch
ann
els
I. NLOS, 0 to 4 meters, metal stud
Histogram of Number of Measurements per Meter
Total Number of Measured Channels: 120
![Page 34: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/34.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 34
doc.: IEEE 802.15-02/294SG3a
Submission
27
41
36
14
6
0
5
10
15
20
25
30
35
40
45
1 to 20 21 to 40 41 to 60 61 to 80 81 to 83
number of components per channel
nu
mb
er o
f ch
ann
els
I. NLOS, 0 to 4 meters, metal stud
Histogram of Number of Multipath Components Per Channel
Mean Number of Components Per Channel: 36.1
![Page 35: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/35.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 35
doc.: IEEE 802.15-02/294SG3a
Submission
Probability of Occupancy
0
0.2
0.4
0.6
0.8
1
0 5 10 15 20 25 30 35 40 45
excess delay (ns)
pro
bab
ilit
y
I. NLOS, 0 to 4 meters, metal stud
Multipath Arrival Time Distribution
Graph of the probability that an excess delay bin contains a reflection.
![Page 36: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/36.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 36
doc.: IEEE 802.15-02/294SG3a
Submission
-2.5
-2
-1.5
-1
-0.5
0
0 10 20 30 40 50 60
excess delay (ns)
log
rel
ativ
e m
agn
itu
de
I. NLOS, 0 to 4 meters, metal stud
Mean of Log Relative Magnitude vs. Excess Delay
Mean Log Relative MagnitudeMean Log Relative Magnitude
Mean + stdv.Mean + stdv.
Mean - stdv.Mean - stdv.
![Page 37: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/37.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 37
doc.: IEEE 802.15-02/294SG3a
Submission
0
5
10
15
20
25
0 0.5 1 1.5 2 2.5 3 3.5 4
distance (m)
me
an
RM
S d
ela
y (
ns
)
I. NLOS, 0 to 4 meters, metal stud
Mean RMS Delay vs. Distance
Mean RMS DelayMean RMS Delay
Mean + stdv.Mean + stdv.
Mean - stdv.Mean - stdv.
Mean RMS Delay: 8.78 ns
Standard Deviation of RMS Delay: 4.34 ns
![Page 38: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/38.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 38
doc.: IEEE 802.15-02/294SG3a
Submission
0
5
10
15
20
25
0 0.5 1 1.5 2 2.5 3 3.5 4
distance (m)
me
an
RM
S d
ela
y (
ns
)
I. NLOS, 0 to 4 meters, metal stud
Average Mean Excess Delay vs. Distance
Average Mean Excess Delay: 10.04 ns
Standard Deviation of Mean Excess Delay : 6.26 ns
Avg. Mean Excess Delay
Avg. Mean Excess Delay
Mean + stdv.Mean + stdv.
Mean - stdv.Mean - stdv.
![Page 39: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/39.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 39
doc.: IEEE 802.15-02/294SG3a
Submission
27
41
36
14
6
0
5
10
15
20
25
30
35
40
45
1 to 20 21 to 40 41 to 60 61 to 80 81 to 83
number of components per channel
num
ber
of c
hann
els
43
20
10
41 1
0
10
20
30
40
50
1 to 20 21 to 40 41 to 60 61 to 80 81 to 100 101 to 109
number of components per channel
num
ber
of c
hann
els
7
17
41
32
13
3 3 2 1
0
5
10
15
20
25
30
35
40
45
1 to 20 21 to 40 41 to 60 61 to 80 81 to100
101 to120
121 to140
141 to160
161 to180
number of components per channel
num
ber
of c
hann
els
NLOS
LOS
4 – 10 m
0 – 4 m
Number of Components Per Channelcomparison across scenarios
NLOS
0 – 4 m
![Page 40: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/40.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 40
doc.: IEEE 802.15-02/294SG3a
Submission
Probability of Occupancy
0
0.2
0.4
0.6
0.8
1
0 20 40 60 80 100
excess delay (ns)
prob
abili
ty
Probability of Occupancy
0
0.2
0.4
0.6
0.8
1
0 20 40 60 80 100
excess delay (ns)
prob
abili
ty
Probability of Occupancy
0
0.2
0.4
0.6
0.8
1
0 20 40 60 80 100
excess delay (ns)
prob
abili
ty
Distribution of Multipath Arrival Timescomparison across scenarios
NLOS
LOS
4 – 10 m
0 – 4 m
NLOS
0 – 4 m
![Page 41: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/41.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 41
doc.: IEEE 802.15-02/294SG3a
Submission
-2.5
-2
-1.5
-1
-0.5
0
0 20 40 60 80 100
-2.5
-2
-1.5
-1
-0.5
0
0 20 40 60 80 100
excess delay
log
rela
tive
mag
nitu
de
-2.5
-2
-1.5
-1
-0.5
0
0 20 40 60 80 100
excess delay (ns)
log
rela
tive
mag
nitu
de
Mean of Log Relative Magnitudecomparison across scenarios
NLOS
LOS
4 – 10 m
0 – 4 m
NLOS
0 – 4 m
![Page 42: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/42.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 42
doc.: IEEE 802.15-02/294SG3a
Submission
0
5
10
15
20
25
4 5 6 7 8 9 10
distance (m)
mea
n R
MS
del
ay (n
s)
0
5
10
15
20
25
0 0.5 1 1.5 2 2.5 3 3.5 4
distance (m)
mea
n R
MS
del
ay (n
s)
0
5
10
15
20
25
0 0.5 1 1.5 2 2.5 3 3.5 4
distance (m)
mea
n R
MS
del
ay (n
s)
RMS Delay vs. Distancecomparison across scenarios
NLOS
LOS
4 – 10 m
0 – 4 m
NLOS
0 – 4 m
![Page 43: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/43.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 43
doc.: IEEE 802.15-02/294SG3a
Submission
0
5
10
15
20
25
0 0.5 1 1.5 2 2.5 3 3.5 4
distance (m)
aver
age
mea
n ex
cess
del
ay (n
s)
0
5
10
15
20
25
0 0.5 1 1.5 2 2.5 3 3.5 4
distance (m)
aver
age
mea
n ex
cess
del
ay (n
s)
0
5
10
15
20
25
4 5 6 7 8 9 10
distance (m)
aver
age
mea
n ex
cess
del
ay (n
s)
Mean Excess Delay vs. Distancecomparison across scenarios
NLOS
LOS
4 – 10 m
0 – 4 m
NLOS
0 – 4 m
![Page 44: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/44.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 44
doc.: IEEE 802.15-02/294SG3a
Submission
• Introduction
• Measurement Campaign
• Data Analysis
• Statistical Environmental Models
• Analytical Models
• Conclusions/Recommendations
![Page 45: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/45.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 45
doc.: IEEE 802.15-02/294SG3a
Submission
Modeling Approach
• Attempted to fit two analytical models to the data– A modified IEEE 802.11 channel model– Modified -K model
• Models evaluated on how well they reproduced the statistic distributions of the data– Bhattacharyya distance calculated between
simulated and measured distributions.
![Page 46: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/46.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 46
doc.: IEEE 802.15-02/294SG3a
Submission
Modified IEEE 802.11 model
• Regularly spaced impulses– modified for UWB to allow for random placement of
impulses in each time bin
• Raleigh-distributed magnitudes
• Exponential decay profile• input parameters
– TRMS : RMS delay parameter
– TS : time discretization unit
• Unable to match both RMS delay and multipath intensity profile simultaneously.
![Page 47: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/47.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 47
doc.: IEEE 802.15-02/294SG3a
Submission
Bhattacharyya Distance: 0.626
0
0.1
0.2
0.3
0.4
0.5
2 4 6 8 10 12 14 16 18 20
RMS delay (ns)
pro
ba
bil
ity
simulated measured
I. NLOS, 0 to 4 meters, metal stud
Distribution of RMS Delay
measured: 8.85 (ns)
Mean RMS Delay
simulated: 8.58 (ns)
![Page 48: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/48.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 48
doc.: IEEE 802.15-02/294SG3a
Submission
-7
-6
-5
-4
-3
-2
-1
0
-20 0 20 40 60 80 100 120
excess delay (ns)
log
re
lati
ve m
ag
nit
ud
e
simulated measured
I. NLOS, 0 to 4 meters, metal stud
Mean of Log Relative Magnitude vs. Excess Delay
![Page 49: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/49.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 49
doc.: IEEE 802.15-02/294SG3a
Submission
-K Model
• Arrival time model– Model “clumping” of multipath arrival times by making
the probability of an arrival in a given excess delay bin dependent on whether there was an arrival in the previous bin.
– “K” value is the ratio of these conditional probabilities.• Modeling assumption is that K is constant.
– “” value is the time discretization unit.
1bin in arrival | bin in arrivalPr i-ipi
1bin in arrival no | bin in arrivalPr i-ipi
positive conditional
negative conditional
![Page 50: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/50.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 50
doc.: IEEE 802.15-02/294SG3a
Submission
-K Model
• Amplitude model
– Log-normal model for multipath amplitudes
– Mean and standard deviation as functions of excess delay given by the statistics of the data.
![Page 51: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/51.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 51
doc.: IEEE 802.15-02/294SG3a
Submission
• Multipath arrival times governed by statistics of data– Probability of a multipath arrival in a given
time bin depends on whether previous bin was occupied.
– Positive and negative conditional probabilities derived from statistics of data.
– No assumption that ratio of conditional probabilities is constant.
Modified-K Model
![Page 52: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/52.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 52
doc.: IEEE 802.15-02/294SG3a
Submission
Simulation Results
• Time discretization unit= = 0.1 ns for all cases.
• Empirical probabilities of occupancy and log relative magnitude data used as inputs to model.
– A -K simulation would use approximations to these quantities as its inputs, and hence could perform no better.
![Page 53: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/53.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 53
doc.: IEEE 802.15-02/294SG3a
Submission
Occupancy Probabilities
0
0.1
0.2
0.3
0.4
0.5
-20 0 20 40 60 80 100
excess delay (ns)
pro
bab
ility
II. LOS, 0 to 4 meters, metal stud
Multipath Arrival Time Distribution
measured
simulated
![Page 54: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/54.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 54
doc.: IEEE 802.15-02/294SG3a
Submission
-5
-4.5
-4
-3.5
-3
-2.5
-2
-1.5
-1
-0.5
0
-20 0 20 40 60 80 100
excess delay (ns)
log
rel
ativ
e m
agn
itu
de
simulated measured
II. LOS, 0 to 4 meters, metal stud
Mean of Log Relative Magnitude vs. Excess Delay
![Page 55: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/55.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 55
doc.: IEEE 802.15-02/294SG3a
Submission
Bhattacharyya Distance: 0.427
0
0.02
0.04
0.06
0.08
0.1
0.12
0.14
0.0 50.0 100. 150.
number of components per channel
pro
bab
ilit
y
simulated measured
II. LOS, 0 to 4 meters, metal stud
Distribution of Number of Multipath Components Per Channel
measured: 42.3
Mean Number of Components Per Channel
simulated: 43.9
![Page 56: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/56.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 56
doc.: IEEE 802.15-02/294SG3a
Submission
Bhattacharyya Distance: 0.721
0
0.1
0.2
0.3
0.4
0.5
2 4 6 8 10 12 14 16 18 20 22 24 26
RMS Delay (ns)
pro
bab
iity
simulated measured
II. LOS, 0 to 4 meters, metal stud
Distribution of RMS Delay
measured: 6.36 (ns)
Mean RMS Delay
simulated: 11.70 (ns)
![Page 57: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/57.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 57
doc.: IEEE 802.15-02/294SG3a
Submission
• Introduction
• Measurement Campaign
• Data Analysis
• Statistical Environmental Models
• Analytical Models
• Conclusions/Recommendations
![Page 58: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/58.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 58
doc.: IEEE 802.15-02/294SG3a
Submission
Conclusion• Modeling channel response as a sum of scaled/delayed
versions of channel input provides a good fit to data.
• Wide variety of channel characteristics, even within the same environment.
• Multipath arrival times and average power decay profiles follow linear or piece-wise linear trends.
• Exact parameter values for arrival times and decay profiles are dependent on the environment type.
• Occupancy probabilities and decay profiles do not completely characterize the channel data, since two models can have the same statistics for these quantities, and yet differ in the statistics of RMS delay.
![Page 59: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/59.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 59
doc.: IEEE 802.15-02/294SG3a
Submission
Recommendations
• IEEE 802.11 and -K model should not be used, because they do not provide good fits to the statistical models of the environments.
• Selected SG3A model should fit the collected data.– Number of multipath components per channel– Probability of occupancy – Average power decay profile– Distribution of RMS delay vs. distance– Distribution of mean excess delay vs. distance
![Page 60: Doc.: IEEE 802.15-02/294SG3a Submission July 2002 Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC) Slide 1 Project: IEEE P802.15.](https://reader035.fdocuments.us/reader035/viewer/2022070411/56649f2c5503460f94c47bca/html5/thumbnails/60.jpg)
July 2002
Marcus Pendergrass and William C. Beeler, Time Domain Corporation (TDC)
Slide 60
doc.: IEEE 802.15-02/294SG3a
Submission
R.A. Scholtz, Notes on CLEAN and Related Algorithms, Technical Report to Time Domain Corporation, April 20, 2001
Homayoun Hashemi, “Impulse Response Modeling of Indoor Radio Propagation Channels”, IEEE Jornal on Slected Areas in Communications, VOL. 11, No. 7, September 1993
Theodore S. Rappaport, “Wireless Communications Principles and Practice”, 1996
Intelligent Automation, Inc., “Channel Impulse Response Modeling: Comparison Analysis of CLEAN algorithm and FT-based Deconvolution Techniques, Technical Report to Time Domain Corporation, November 21, 2001
Bob O’Hara and Al Petrick, “IEEE 802.11 Handbook A Designer’s Companion”, 1999
References