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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 15 th Annual ITEA Test Instrumentation Workshop. Las Vegas May 9-12, 2011 1 Approved for Public Release: Distribution is unlimited. AFFTC-PA-10993

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 · Signal Spectrum 15th Annual ITEA Test Instrumentation Workshop. Las Vegas May 9-12, 2011 1 Approved for Public Release:

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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