MEASUREMENT AND MODELING OF INDOOR UWB CHANNEL AT … · MEASUREMENT AND MODELING OF INDOOR UWB...
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MEASUREMENT AND MODELING OF INDOOR UWB CHANNEL AT 5 GHz
WINLAB @ Rutgers UniversityJuly 31, 2002
Saeed S. [email protected]
AT&T Labs - ResearchFlorham Park, New Jersey
This work is based on collaborations between the author and manypresent and former colleagues at both AT&T and Rutgers WINLAB. Special recognition and thanks go to: Larry J. Greenstein (WINLAB); Vahid Tarokh and Thorvardur Sveinsson (Harvard University); Rittwik Jana, Robert Miller, Christopher W. Rice, William Turin (AT&T); and Vinko Erceg (Zyray Wireless).
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WINLAB-2AT&T Labs - Research
Outline
MotivationMeasurement technique and databasePath Loss (PL):− Data reduction and key findings− Model and simulation
Multipath Intensity Profile (MIP):− Data reduction and key findings on time domain
parameters− Average relative MIP and its variations− Model and simulation
ConclusionFuture work
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WINLAB-3AT&T Labs - Research
In-Home Broadband Wireless Distribution
Wireless Data Network
Telephone / FaxDistribution
Ultra-WidebandGateway
Entertainment Distribution
Broadband ServicesBroadband ServicesCableXDSLFixed Wireless
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WINLAB-4AT&T Labs - Research
Motivation
To create a channel model for UWB channel that:– Represents a realistic UWB channel without doing a
costly sounding experiments.
– Signifies a compact and simple method to simulate the multipath channel behavior.
– Is useable for range and performance evaluation of various PHYs in-home environment.
Most wireless channel models available, either:
– Do not represent UWB channel,
– Or are not in the environment and/or frequency spectrum of interest,
– Or have database that is small for statistical characterization of the channel parameters.
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WINLAB-5AT&T Labs - Research
Swept Frequency Measurement TechniqueCenter frequency: 5 GHzFrequency bins: 401Bandwidth: 1.25 GHz fi Dt = 0.8 nsSweep rate: 400 ms
fi Df = 3.125 MHz, tmax = 320.8 ns
Complex Impulse Response of UWB ChannelComplex Frequency Response of UWB Channel
IDFT
[1] S.J. Howard, K. Pahlavan, “ Measurement and Analysis of the indoor radio channel in the frequency domain”, IEEE Trans. Instrum. Measure., 39:751-755, Oct. 1990.
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WINLAB-6AT&T Labs - Research
Channel Sounder System Block Diagram
VectorNetworkAnalyzer
PAD
L = 17.325 dB
150’ cable
RF Out
AAgilent8753-ES LNABPF
PAD
Rx22
L = 17.325 dB
150’ cable
PA
LNABPFPAD
Rx21LNABPF
PAD
Rx11
LNABPFPAD
Rx12
B
SOFTWARE
Antenna1
Antenna2
HP-VEE Programs
Data Collection
MATLAB Programs
Post-Processing
HP-VEE ProgramsVNA / PC Controller
LABTOP
HPIBI/O
TxAntenna
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WINLAB-7AT&T Labs - Research
Indoor UWB Channel Sounder
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WINLAB-8AT&T Labs - Research
Data Base
Data base Includes:– Measurements at 5 GHz and 1.25 GHz ultra-wideband
channel– T-R separations ranging from 1m to ~15 m– Simultaneous measurements of 2 antennas separated
by 38 inches at each location over 2 minute intervals – From one wall to maximum of 4 walls penetration– 300,000 complex frequency responses at 712
locations in 23 different homes
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WINLAB-9AT&T Labs - Research
Measurement Set-up
Transmit and receive antennas were separated such that T-R separations have uniform distribution.Measurements were performed in Line-of-Sight (LOS) and None Line-of- Sight (NLS).T-R separations in 1m to 15m in steps of ~ 0.9 m.
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WINLAB-10AT&T Labs - Research
Path Loss (PL): Data Reduction
We define path loss as:
Typical representation of path loss vs. distance (d):
– do is a reference distance, e.g., do = 1 m.– Bracketed term is a least-squares fit to pathloss, PL(d).– PL0 ( intercept) and γ (path loss exponent) are chosen to
minimize .– S is the random scatter about the regression line, assumed to
be a zero-mean Gaussian variate with standard deviation σ dB.
2
1 1
( )
1 = ( , ; )
;
= =
=
∑∑
rr t t
r tN M
i ji i
PG G PPl dP P
H f t dMN
Average received powerTransmit power
where ==
( )0 10 00
( ) 10 log ;dPL d PL S d dd
γ
= + + ≥
2S
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WINLAB-11AT&T Labs - Research
Path Loss vs. Distance Scatter Plot
A fix path loss model over the population of data does not reproduce the variation due to individual homes.Intercept point, PLo, is 47 dB and 50.5 dB in LOS and NLOS. Path loss exponent, γ, is 1.7 and 3.1 for LOS and NLOS.
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WINLAB-12AT&T Labs - Research
CDF of Shadow fading
Shadow-fading is log-normal as expected with zero mean and variance (over the population of data) of about 2.8 and 4.4 dB, in LOS and NLOS, respectively.
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WINLAB-13AT&T Labs - Research
Path Loss: Key Findings
The intercept point depends on the materials blocking the signal within 1m of T-R separation and the home structure. The measured values of PLo for NLS were very close to that of LOS path loss plus a few dB more loss due to the obstacle(s) blocking the LOS path. We chose the intercept value to be the mean measured path loss at 1m in 23 homes.
Path loss exponent, γ, changes from one home to another. It is a Normal RV with NLOS[1.7, 0.3] and NNLOS[3.5, 0.97].
Shadow-fading, S, is zero mean Gaussian RV with variance that also changes from one home to another. This variance is also a Normal RV with NLOS[1.6, 0.5] and NNLOS[2.7, 0.98].
[2] V. Erceg, et.al., "An empirically based path loss model for wireless channels in suburban environments", IEEE JSAC, vol. 17, no. 7, pp. 1205-1211, July 1999.
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WINLAB-14AT&T Labs - Research
CDF of Path Loss Exponents
Path loss exponent is a Normal random variable with NLOS[1.7, 0.3] and NNLOS[3.5, 0.97].
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WINLAB-15AT&T Labs - Research
CDF of Variance of Shadow Fading
Variance of shadow fading is a Normal random variable with NLOS[1.6, 0.5] and NNLOS[2.7, 0.98].
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WINLAB-16AT&T Labs - Research
The Path Loss Model
( ) ( )
1 2 3
d
1 1 10 2 2 3
B
1 10 3
0
2
,
0 10
,
( ) 10 log
10 log
1010 l loog go
o
n S n n
PL d P
PL d n d n n
L S
PL n d n n
n
dγ γ σ
γ γ
σ
γ γ σ
σ
σ
γ µ σ σ σ µ σ
γ
µ σ
µ µ
σ µ
σ
+
= + = = +
= + +
= + + + +
+= ++
Introducing three new RVs: and
; 15 m
od dσσ
≤ ≤
= Median path loss Random variation about median path loss+
n1, n2 and n3 are iid zero-mean, unit-variance Gaussian variates.n1 varies from one home to another while n2 and n3 vary from one location to another within each home.The variable part of above equation is not exactly Gaussian since n2¥n3 is not Gaussian. However, this product is small w.r.t. the other two Gaussian terms. Therefore, it can be approximated as azero mean random variate with standard deviation of:
( )22 2 2var 10100 logγ σ σσ σ µ σ= + +d
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WINLAB-17AT&T Labs - Research
Model Simulation
For simulation purposes, it is practical to use truncated Gaussian distributions for n1, n2, n3 keeping g, s and S from taking on unrealistic values. One possible range for these values are:
1
2 3
[ 0.75,0.75], [ 2,2]∈ −
∈ −nn n
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WINLAB-18AT&T Labs - Research
UWB Path Loss Model
10 1 10 2 2 3dB( ) ; 15 m
10 log
0 og
1 lγ γ σ σσ µ σµ
+
= + ≤+ + ≤
=
oo n dPL d PL dn dn nd
Media Random variation about median path ln path l oss+oss
1
2 3
[ 0.75,0.75], [ 2,2]∈ −
∈ −nn n
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WINLAB-19AT&T Labs - Research
MIP: Data Reduction
The following steps are taken to get the MIPs :
− Calibration information is removed from the raw data.
− The response is then locally averaged over time (since the receiver was kept stationary and maximum Doppler measured was no more than a few tenths of Hz.).
− 401 point complex IFFT is taken to get the complex MIPs.
− The MIPs are then normalized to the total average power.
− Threshold (-30 dB) is set to +10 dB above the average noise floor (-40 dB).
− The noise is removed from the data and MIP is re-normalized so that the area under MIP is one.
− All MIPs are synchronized w.r.t. their delay at zero ns, representing the first return above the threshold.
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WINLAB-20AT&T Labs - Research
RMS Delay Spread and Coherence Bandwidth
1
1
2
222
( , )
( , )
ττ τ
ττ τ
τ=
=
⋅≡ − ≡
∑
∑
Lni
n iL
i
i
i
h t
rmsh t
The rms delay spread is defined as:
where
12
1
*
1 (0,0) ( , )
( , )
1( ,0) ( , ) ( , ), 0
−
=
=
−
= ≡ =∑−
= ≥− ∑
N k
i
N
i
i i kHh
Hh
Hh
H f t PGiN k
k t
R k H f t H f t kN k
R
RBc
Note : Mean Path Gain
Frequency Correlation Function:
Defining as 3-dB width of and using inverse relationship
3 dB
10 log 10 log 10 log 10 log10 10 10 10
τατ
α τ−
−= ⋅ ⋅
= ⋅ = ⋅ − ⋅ ⋅ + ⋅RMS
Bc rmsB K Sc
B B K Sc c rms
and , then:between
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WINLAB-21AT&T Labs - Research
Time/Frequency Domain Channel Parameters
Excess delay and rms delay spread:Maximum excess delay observed was 70 ns.rms delay spread has a normal distribution over all locations and homes.RMS delay spread increases with T-R separation and therefore with path loss.Min. and Max. of rms delay spread:− LOS: 1.1ns and 16.6 ns− NLS: 0.75 ns and 21 ns
Mean and Standard deviation of RMS delay spread:− LOS: 4.7 and 2.2 ns− NLS: 8.4 ns and 3.8 ns
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WINLAB-22AT&T Labs - Research
Time/Frequency Domain Channel Parameters
Coherence Bandwidth:
Average coherence bandwidth is about 90 MHz and 29 MHz in LOS and NLS, respectively.
Maximum Doppler frequency observed was 0.1Hz.
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WINLAB-23AT&T Labs - Research
Distribution of RMS Delay Spread, tRMS
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WINLAB-24AT&T Labs - Research
RMS Delay Spread vs. T-R Separation
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WINLAB-25AT&T Labs - Research
RMS Delay Spread vs. Path Loss
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WINLAB-26AT&T Labs - Research
UWB Frequency Correlation Function
0 50 100 150 200 250 300 350 400 450 5000
0.2
0.4
0.6
0.8
1
3-dB width Correlation Functio n (MHz)
Pro
babi
lity
Cb le
ss th
an a
bsci
ssa
LOS DataNLS Data
-100 -90 -80 -70 -60 -50 -40 -30 -20 -10 0 10 20 30 40 50 60 70 80 90 1000
0.2
0.4
0.6
0.8
1
Frequency Separation (MHz)
Fre
quen
cy C
orre
lati
on
LOS DataNLS Data
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WINLAB-27AT&T Labs - Research
Relationship Between Cb and τrms
1 10 1001
10
100
1000
σR MS (nsec)
Bc (M
Hz)
S lope ~ 562 .1 MHz per 10 nsec, σBc = 61.49, MHz
NLS DataLS Fit, Bc |dB =27.7 -1.32 × 10 × log10(σRMS)
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WINLAB-28AT&T Labs - Research
Relationship Between Cb and τrms
1 10 1001
10
100
1000
σR MS (nsec)
Bc (M
Hz)
S lope ~ 38.71 MHz per 10 nsec, σBc = 103.8, MHz
LOS DataLS F it, Bc |dB =20.5 -0.186 × 10 × log10(σRMS)
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WINLAB-29AT&T Labs - Research
Doppler-Power Spectrum
Fd = 0.1 Hz @ 3 dB Bandwidth
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WINLAB-30AT&T Labs - Research
The Relative MIP Model
Tapped-delay line model with randomly selected relative MIP power, random amplitude and phase variation.
Relative MIP Model
S
Z-1
Z-L
Path 1Pm1
Path LPmL
_1
_ _
Lrelative i
i
Path Loss relative imi
T
T P
P PP P
P=
×=
=∑
a1 +jb1
aL +jbL
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WINLAB-31AT&T Labs - Research
Average Relative MIP
Relative MIPs are MIPs that are averaged over all locations in homes prior to normalization to their maximum power.
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WINLAB-32AT&T Labs - Research
Multipath Amplitude and Phase Distribution
The multipath amplitudes undergo small variation which can be best characterized by Rician distribution with a K-factor greater than 40 dB.
The phases of the multipath components are uniformly distributed between 0 and 2p (Note: We can assume also same distribution for carrier-less transmissions with equal probability and uniform distribution, phases taking on values of 1 or –1).
The decibel-variation of multipath components are correlated with correlation coefficient r:
0 0.25ρ≤ ≤
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WINLAB-33AT&T Labs - Research
The Relative MIP Model Concept– NLSTypical representation of the multipath delay profile shape has been reported as a decaying exponential.
Following this intuition and observing the randomness of the shape of profile over the population of our data, we formed the following function:
where a is decibel-decay constant and S is the decibel-variation about the median relative MIP.
The model assumes that the power of the first return for median relative MIP is the strongest one. This simplified the model considerably with insignificant increase in the slope.
dB( )τ ατ= +relP S
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WINLAB-34AT&T Labs - Research
The Relative MIP Model Concept – NLS
at term is a least square fit to the decibel-power of each multipath component. a is then found such that the MSE of S is minimized.We then characterize a and S over the population of homes.
We observed the following:- Value of a [dB/ns] are normally distributed RVs, N[-0.50, 0.13].
- Values of S [dB] are normally distributed RVs N[-0.41, 7.80].- The mean of S was constant in each home; however, we
observed that the standard deviation of S, sS, changes from one home to another. This variation was normally distributed over all homes with N[7.20, 0.88].
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WINLAB-35AT&T Labs - Research
The Relative MIP Model – NLS
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WINLAB-36AT&T Labs - Research
Distribution of S Over All Homes – NLS
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WINLAB-37AT&T Labs - Research
Distribution of sS Over All Homes – NLS
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WINLAB-38AT&T Labs - Research
Distribution of a Over All Homes – NLS
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WINLAB-39AT&T Labs - Research
The Relative MIP Model – NLS
( ) ( ) ( )
1 2 3
dB
1 2
1 2
1
2 3
2 3
,
( )
( ) 15 m
s s
s s
s s
s s s
re
s
l
s s s
o
n S n n
P S
n n n n ndn n n dn
α α σ σ
α
α α
α
σ σ
α α σ σ
α µ σ µ σ σ µ σ
τ ατ
µ σ τ µ σσµ τ µ τ σ
σ τ µ µ σµ
µ
=
+ +
= + = + = +
= +
= + + + + + + +
= ≤++ ≤
Introducing 3 RVs:and
= Random variation about median dMedian delay p elay profil+r f eo ile
n1, n2 and n3 are iid zero-mean, unit-variance Gaussian variates.
n2 is a fast-varying RV and varies from one delay to another. n1and n3 are slow varying RVs and vary from one home to another.
The variable part of above equation is not exactly Gaussian since n2¥n3 is not Gaussian. However, this product is small w.r.t. the other two Gaussian terms.
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WINLAB-40AT&T Labs - Research
Flowchart for the Channel SimulatorStart
• Generate RVs {a and S and s} from the model equation
• Generate ti ; i = 0:89
• Plug constants into the model equation• Normalize to maximum• Assign –30 £ TH (Threshold) £ 0 dB• Set i = 0
P(ti)|dB £ TH dB • Keep the multipath component• Record its delay and relative power
Drop the multipath component
P(ti)|dB £ TH dB
Generate n1, n2 and n3
i =i + 1 Done?
• Sum the relative power of all multipaths (i.e. Total channel power)
• Multiply the linear power of each multipath by path loss an divide by total channel power (i.e. multipath component power).
• Scale Rician coefficients by this path power and rotate its phase by a uniformly selected phase
• Sum all paths.
Complex Channel Impulse response
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WINLAB-41AT&T Labs - Research
Live Channel Simulation Show……
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WINLAB-42AT&T Labs - Research
Channel Simulator Results
We simulated the model to compare its statistical behavior with that of measured data. Specifically, we looked at:
− CDF of tRMS : Simulated vs. measured.
− Average simulated profile vs. measured.
− Standard deviation of the model variation about the median: Simulated vs. measured.
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WINLAB-43AT&T Labs - Research
CDF of tRMS: Simulated vs. Measured
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WINLAB-44AT&T Labs - Research
Average MIP: Simulated vs. Measured
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WINLAB-45AT&T Labs - Research
Model Error: Simulated vs. Measured
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WINLAB-46AT&T Labs - Research
The Relative MIP Model – LOS
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WINLAB-47AT&T Labs - Research
The Relative MIP Model- LOS
1 2 3 4, , ,c c s s sCn n S n nα α σ σα µ σ µ σ µ σ σ µ σ= + = + = + = +Introducing four RVs:
and
( ) ( )
( ) ( ) ( )( )( )
( )2 1
dB
2 1 3 4
3 3 4 )
( ) 0.8
( 0.8 )
15 m & 00.
8
0 8
.
α σ
α α σ
σ
α
σ
µ τµ
τ ατ τ
µ σ µ σ τ µ µ σ
σ σ τ µ
τ
τ τσµ τ
+
+
= + + −
= + + + + + −
=+ ≤
+ ++ + −
−≤ ≥
=
rel
c c s
oc
c s
P C S u n
n n n n n
s
n n
uu n
n n u n
s dn
ss
dMedian delay p
+ Random variation about median delay profile
rofile
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WINLAB-48AT&T Labs - Research
Distribution of C and a
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WINLAB-49AT&T Labs - Research
Distribution of S and sS
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WINLAB-50AT&T Labs - Research
Conclusion
We reported on the statistics and dependencies of channel parameters such as path loss, shadowing, delay spread, Doppler spectrum and average MIP for UWB indoor channels.
We presented simple statistical model for multipath that is easily integrated with the path loss model.
The models are based on over 300,000 UWB frequency responses at 712 locations in 23 homes.
The models statistically regenerates the properties of the indoor channel with small error.
The model can be used for simulation and performance evaluation of the UWB systems and can be upgraded with further measurements.
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WINLAB-51AT&T Labs - Research
Work in Progress
UWB Coexistence: Analysis, Simulation and Measurements.
UWB Propagation in Commercial Buildings with 4GHz bandwidth.
MIMO Measurements (2x2 or 4x4 ?)