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I n t e g r i t y - S e r v i c e - E x c e l l e n c e
412th Electronic Warfare Group
Edwards AFB
War Winning Capabilities… On Time, On Cost
Multipath Fading Cancellation:
Using A Tap Delay To Improve
Signal Spectrum
15th Annual ITEA Test Instrumentation
Workshop. Las Vegas
May 9-12, 2011
1
Approved for Public Release:
Distribution is unlimited.
AFFTC-PA-10993
../../../../folson elona/Local Settings/folson elona/
2
JT3 / 772 Test Squadron /EWG
771 Test Squadron/ EWG
812 TS/ ENG
Edwards Air Force Base
William Chen, Dr. James Brownlow, Erich Brownlow,
Jerry Phibbs, Charles D. Lane, Andrew Thornburg, Jeff Tartaglini*
A Team Effort To Get This Presentation Here
Jeff Tartaglini * previously worked at 772 TS
Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
3
The Background
Digital Tap Delay
Theoretical Approach of Digital Tap Delay
Algorithm Implementation of Digital Tap Delay
Experiment and Result
Discussion. Acknowledgements. Reference.
Acronyms
Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Multipath Fading Cancellation: Using A Digital Tap Delay To Improve Signal Spectrum
Multipath Fading Cancellation:
Using A Digital Tap Delay To Improve Signal Spectrum
The Background
4Unclassified. AFFTC-PA-10993 . Distribution A: Approved for public release: distribution is unlimited.
5Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Radio wave Tx propagation #1
Radio wave Tx propagation #2
Single or multi-channel receiver
Multipath Phenomena Occurs At Wave Propagation
Figure(1) Multipath Occurs at Radar, Communication and
Other Indoor or Outdoor Wave Propagation Activities.
Especially at Air To Ground Transmission
Multipath Cause Fading At Radar,
Communication Signal Processing
6Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Example of Slow fading
Am
pli
tud
e
Time
Example of
fast fading
Figure(2B) Fast fading is signal amplitude
changing rapidly with time.
System changes too fast to follow
Figure(2A) Slow fading is variations in
amplitude changing slowly with time.
System may have time to react in some way
Example: A 3D View of Main and Multipath Signal
7Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Main signal (LOS)
Multipath signals
Figure (3) 3D plot of main and multipath signal
Multipath Fading Cancellation:
Using A Digital Tap Delay To Improve Signal Spectrum
The Background
Digital Tap Delay
Theoretical and Algorithm Approach
8Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Theoretical & Algorithm Approach of
Digital Tap Delay (1)
9Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Averaging
tap delay
output to
canceller
Signal input from
receive channel
Weight factor
Weight factor
Tap delay #1
Tap delay #2
Figure(4) Tap Delay Cancelling of Multipath Fading Technique
Note: Weight factor applied to multipath signal only.
Keep direct path signal data intact.
Theoretical & Algorithm Approach of
Digital Tap Delay (2)
10Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Figure(5) Basic Tap Delay Line Data Flow
Note: Data flow applied to multipath signal only.
Keep direct path signal data intact.
Note: Weight factor applied to multipath signal only
Z-1 is the delay operator
b [i] is the delay weighting factor
x[n] is input data, at time n
y[n] is output data, at time n
Theoretical & Algorithm Approach of
Digital Tap Delay (3)
11
Modeling the output signal as
y(n) = b(n)*x(n) =
b(n) = (R)-1W’x(n) = (R)-1S
R is the expected value of test signal covariance matrix from tap
delay operation. R=E(x * xT)
S is antenna steering vector at receive channel. Assumed unity at
the static case.
S can be expressed as the expected value of test signal and a replica of
the desired signal
Here, is the replica of the desired signal.
Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Simplified Expression
Theoretical & Algorithm Approach of
Digital Tap Delay (4)
12Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
RF:
LNA,
D/C,
BPFRx /
Demod.A/D SP DP
Comm.
Display
Single
Channel
Receive
To build data
covariance matrix and
weighting factor
Apply weighting factor to cancel
interference
Figure(6) Receive Channel with Digital Tap Delay Signal Flow
Time Domain Digitized Data Was Used
Theoretical & Algorithm Approach of
Digital Tap Delay (5)
13Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
R1
R2
R3 R is covariance
matrix by tap delay
data cube. R3 means 3
tap delay.
R-matrix is updated
by sliding data cube.
Sample by sample.
Figure(7) Data Cube to Generate Covariance Matrix R at Digital Tap Delay
Application
Theoretical & Algorithm Approach of
Digital Tap Delay (6)
14Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Figure(8) Tap delay covariance matrix R=E(x * xT) and weight factor are built by
this process.
Multipath Fading Cancellation:
Using A Digital Tap Delay To Improve Signal Spectrum
15
Excitation
source
Load
Septum
Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
The Background
Digital Tap Delay
Theoretical and Algorithm Approach
Experiment and Result
Experiment and Result (1)
16Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
IFF
Transmit Tx
#1 Direct path
#2 Multipath delay path
IFF
Receive Rx
Splitter Combiner
Figure(9) Experiment data collection method set up
Experiment and Result (2)
17Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Direct path IQ signal
Delay multipath path IQ signal
Figure(10) Recorded Direct and One Delay Multipath IQ Signals
Experiment and Result (3)
18Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Undesired lobe
Direct + multipath delay spectrum
Figure(11) Spectrum of direct and one multipath.
Undesired lobe is the result of multipath interference.
Experiment and Result (4)
19Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
180 190 200 210 220 230
4
6
8
10
12
14
16
18
20
22
Sampled bin number
dB
Simulated desired and multipath spectrum before tap delay
Desired direct path.
Blue
Unwanted multipath lobe.
Red
Figure(12) Direct signal with and without Multipath Interference from Lab Measured Data.
Blue trace is the desired direct path signal
Experiment and Result (5)
20Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
0 0.5 1 1.5 2 2.5 3
x 105
-60
-55
-50
-45
-40
-35
-30
-25
-20
-15
-10ITC-Test-Data1-06-30-10. Part of test data file
Number of sample
Absolu
te v
alu
e d
B
PRI=21 u s
0 500 1000 1500 2000 2500 3000 3500-60
-40
-20
0Data set from sample 80000 to 83000
Number of sample
Absolu
te v
alu
e d
B
0 500 1000 1500 2000 2500 3000 3500-4
-2
0
2
4
Number of sample
Phase a
ngle
radia
n
Direct path
signal
Phase
Multipath signals
Figure (13A) Time sequence data as shown
from experiment set up at Figure (9).
Figure(13B) Magnifying one of the signal bundles
from Figure (13A).
Experiment and Result (6)
21Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
1050 1100 1150 1200 1250
-60
-50
-40
-30
-20
Data set from sample 80000 to 83000
Number of sample
Absolu
te v
alu
e d
B
1050 1100 1150 1200 1250 1300-4
-2
0
2
Number of sample
Phase a
ngle
radia
n
Direct
path
signal
Multipath
signal
Constant phase at both signals
0 1 2 3 4 5 6 7 8 9 10
x 104
0
2000
4000
6000
Number of sample
Absoulte v
alu
e
Time signal of direct and multipath before tap delay application
0 1 2 3 4 5 6 7 8 9 10
x 104
0
2000
4000
6000
Number of sample
Absoulte v
alu
e
Time signal of direct and multipath after tap delay application
Magenta is multipath signal
Green is direct path signal
Multipath signal after
tap digital signal processing
Figure (14A) Examining phase transition
of both signalsFigure (14B). Time signal of before and after tap delay
digital signal processing
Experiment and Result (7)
22Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
5900 5950 6000 6050 6100 6150 6200
0
2000
4000
Number of sample
Abs
oulte
val
ueTime signal of direct and multipath before tap delay application
5900 5950 6000 6050 6100 6150 6200
-2000
0
2000
4000
Number of sample
Abs
oulte
val
ue
Time signal of direct and multipath after tap delay application
Multipath signalDirect path
signal
Multipath signal
Figure (15) Signal magnifying from left plot at Figure (14B)
Experiment and Result (8)
23Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
0 1 2 3 4 5 6 7 8 9 10
x 104
20
25
30
35
40
45
50
55
60
Sampled bin number
dB
Specturm of direct and multipath before tap delay application
Sidelobe spectrum due
to multipath interference
0 1 2 3 4 5 6 7 8 9 10
x 104
15
20
25
30
35
40
45
50
55
60Specturm of direct and multipath after tap delay application
dB
Sampled bin number
Improved sidelobe
spectrum
Figure (17) Improved sidelobe spectrum after tap
digital signal processing
Figure (16) Spectrum before tap digital
signal processing
Multipath Fading Cancellation:
Using A Digital Tap Delay To Improve Signal Spectrum
The Background
Digital Tap Delay
Theoretical and Algorithm Approach
Experiment and Result
Discussion. Acknowledgements. Reference.
Acronyms
24Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Discussion
This presentation “Multipath Fading Cancellation:
Using A Digital Tap Delay To Improve Signal Spectrum” has shown the basic
processing technique to reduce unwanted multipath interference.
This technique is a similar concept to air borne radar to cancel clutter interference in
Ground Moving Target Indicator (GMTI) mode.
This method preserves the direct main path signal data without changing waveform
characteristic such as phase coding, modulation at direct path signal.
It can be very practical applied to post processing of flight test and anechoic chamber
data.
This technique, digital tap delay to cancel unwanted multipath signal , is another
method at post processing besides hardware gating and software gating.
Tap delay processing can be automated in software.
25Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
Acknowledgement
We owe thanks to our peers for diligent review of this paper,
paragraph by paragraph.
Thanks to Mr. Jeff Jessen, Chief of Installed Systems Test Flight,
for suggesting the experimental data collection method shown in
Figure (9).
Also thanks to the Communications/Navigation/Identification
(CNI) Lab, 772 Test Squadron, Electronic Warfare Group at
Edwards for generating and collecting the experimental data.
We also owe thanks to Col R. Kurtz, EWG Commander for
reviewing this paper.
26Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
References
1. Barton, David K., “Radar Error Analysis,” Modern Radar System Analysis, Norwood, Massachusetts, 1988,
pp 512 – 528.
2. Bertoni, Henry L., Radio Propagation for Modern Wireless Systems, Prentice Hall, Upper Saddle River, New
Jersey, 2000, pp 62-68.
3. Sklar, Bernard, Digital Communication, 2nd Edition, Prentice Hall, Upper Saddle River, New Jersey, 2001, pp
771-772.
4. Willis, Mike, “Fading and Multipath,” Propagation Tutorial, http://www.mike-willis.com/Tutorial/PF15.htm, 5
May 2007.
5. Huo, Di, “Simulating Slow Fading by Means of One Dimensional Stochastically Process,” 0-7803-3157-5/96,
IEEE, 1996, pp 620-622.
6. Zentner, E., and Zentner, R., “Smart Transmitting Antenna Arrays for Multipath Interference Reduction,” 46th
International Symposium Electronics in Marine, ELMAR-2004, June 2004, pp 374-379.
7. Denidni, Ahmed T., Delisle, Gilles Y., “An Adaptive Array for Multipath Effect Reduction,” proceedings from
the Antenna and Propagation Society International Symposium, 0-7803-0730.5192, IEEE, 1992, pp 1003-1006.
8. Gray, Steven D., “Multipath Reduction Using Constant Modulus Conjugate Gradient Techniques,” IEEE
Journal on Selected Areas in Communications, Vol. 10, No. 8, October 1992, pp 1300-1305.
9. Chen, William C., Kuffenkum, Chad, Hua, Benjamin, and Brownlow, James D., “Using a Virtual BAF in EW
Testing,” American Institute of Aeronautics and Astronautics 2010-1767, U.S. Air Force Test and Evaluation
Days, Nashville, Tennessee, 2-4 February 2010.
10. Oppenheim, Alan V., Schafer, Ronald W., Discrete-Time Signal Processing, Prentice Hall, Upper Saddle
River, New Jersey, 1989, pp 313-314.
11. Compton , R.T., Jr., “The Bandwidth Performance of a Two-Element Adaptive Array with Tapped Delay-Line
Processing,” IEEE Transactions on Antennas and Propagation, Vol. 36, No. 1, January 1988, pp 5-14.
12. Aeroflex, http://www.aeroflex.com.
13. Widrow, Bernard, Stearns, Samuel, Adaptive Signal Processing, Prentice-Hall, Upper Saddle River, New
Jersey, 1985.
27Unclassified. AFFTC-PA-10993. Distribution A: Approved for public release: distribution is unlimited.
http://www.mike-willis.com/Tutorial/PF15.htmhttp://www.mike-willis.com/Tutorial/PF15.htmhttp://www.mike-willis.com/Tutorial/PF15.htm