Yung P. Lee (ASAP 2001, March 14, 2001) Science Applications International Corporation 1710 SAIC...

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Yung P. Lee (ASAP 2001, March 14, 2001) Science Applications International Corporation 1710 SAIC Drive McLean, VA 22102 [email protected] S pace-T ime A daptive M atched-field P rocessing (STAMP)
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Transcript of Yung P. Lee (ASAP 2001, March 14, 2001) Science Applications International Corporation 1710 SAIC...

Yung P. Lee(ASAP 2001, March 14, 2001)

Science Applications International Corporation

1710 SAIC Drive

McLean, VA 22102

[email protected]

Space-Time Adaptive Matched-field Processing (STAMP)

1

0

/)sin(2 Array Line Linear)()(N

n

cnfdiendxB

dtetxfX fti 2)()(

Fourier Transform Spectral (Frequency) Content

Sonar Signal Processing Background

1

0

2)()()(N

n

tnfietnxtxFFTfX

Spatial Beamforming Direction (Angle) of Arrival (DOA)

1

0

)()()(N

n

in exB rkr

Matched Field Processing

Matched Field Processing 3D (Range,depth, bearing) Localization*1

0 1

),(),(),,(

N

n

ikM

msnmnnsss

nsmezzazxzrB rrr

pct

p 222

2

iwtikM

m sm

smmss ee

k

zzazzp sm rr

rrrr

1

)()(2),;,(

0])([ 2202

2

mmm kzk

dz

d

rrrr

smikM

msmss ezzazzp

1

),(),;,(

Matched Field Tomography Modal Information Environmental Info.

mmssssss akzrBzr , w.r.t.),,(max ;,, Given

Synthetic Aperture Matched Field Processing

1

0

*

1

),()(),,(N

n

ikM

msnmsnsss

nsmezzatnvrxvzrB rr

source at 76 m towed at 2.5 m/s from 9.18 km

Space Time Matched Field Processing

Matched Field Processing

1

0

* ),;,(),(),,(N

nssnnnnsss zzpzxzrB rrr

Space Time Matched Field Processing

1

0

* ),;,(),(),,(N

nssnnnnsss zztnptnzxzrB rvrvr

Localization & Doppler (velocity) Discrimination

1

0

* ),;,(),(),,,(N

nssnntnntssss zztnptnzxvzrB rvrvr

Phone-Doppler Space

Beam-Doppler Space

),;,(),(),,,( *ssnntnntssss zztnptnzxvzrB

nnrvrvr rr

BACKGROUND/OBJECTIVE

• Space-Time Adaptive Processing (STAP) coherently combines signals from the elements of an array and the multiple snapshots of signals, to achieve large spatial/temporal signal gain, to suppress interference, and to provide target detection in azimuth and velocity.

• Matched-field processing (MFP) coherently combines complex multi-path arrivals, to recover signal multi-path spreading loss and to provide range/depth localization.

• STAMP combines STAP and MFP to improve detection and localization performance for the mobile multi-line-towed-array sonar systems.

Azi

mu

th (

deg

)

0

90

180

Doppler (Hz)-fmax 0 fmax

Doppler (Hz)-fmax 0 fmax

Target

Target

Clutter (Bottom Bounce)

Clu

tter

(Bot

tom

Rev

erbe

ratio

n)

JammerJammer(own-ship)

FW

DA

FT

STAP

Detect the dot Null the Jammer and the slanted clutter

STAMP

Detect/combine/class/localize the dots Null the Jammer and the clutter

PassiveForward-sector processing

Cm ,fm

fm=f0*v/cm

Higher Mode (Path,Angle), Larger cm

Larger cm, Higher Angle (off horizontal), Smaller Doppler

C1 ,f1

Multi-path Doppler/Angle Spread

OUTLINE

• STAMP Processing

• Simulation scenario for forward-sector processing

• Simulation Results

Br(f0)

Beam-space replica

(Selected Beams and Dopplers)

Phone 1Line 1 x11(t)

Phone nLine 1 xn1(t)

Doppler Processing

X1(f)

Conventional Beamforming

B1(f)B(f)

Beam-Space Vector

(selected Beamsand Dopplers)

WB/NBAdaptive

MFP

Doppler Processing

Xr (f)

Conventional Beamforming

Br(f)

Phone 1Line k x1k(t)

Phone nLine k xnk(t)

Doppler Processing

Xk(f)

Conventional Beamforming

Bk(f)

Propagation Code to generate

Replicaxr(t)

OutputAmbiguity

SurfaceR,Zv

Space-Time Adaptive Matched-field Processing (STAMP)

SearchR,Zv

Forming Covariance

Matrix

R = < B(f) B+(f)>f

&Decomposition

B(f) = [B1(f)…. B1(f+mf),…….., Bk(f)…. Bk(f+mf)]

Bk(f) = [bk(f,1)…… bk(f,l)]

AELEnviron.

*Plane-wave ~ STAP

Adaptive Processing

)1(

w.r.t.Minimize

WWRWW

W

S

ARA

ARW

1

1

ARA 11

S

Adaptive Weight Vector

Adaptive Output

**A is the steering vector**R is the measured covariance matrix

ttt )()( xxR

High resolutionSidelobe suppressionSubject to mismatch – Robust Methods(widen the peak)

Wideband-Narrowband (WB/NB) Feedback-Loop White-Noise-Constrained (FLWNC)

Adaptive Processing

Br(f0)

Beam-space replica

(Selected Beams and Dopplers)

Covariance Matrix

R = < B(f) B+(f)>f

&Decomposition

VVλ nn

nnR

BRB

BRBBR

r1

r

r1

r

r1

1S

w

δw 2

1

2

BRB

BRRB

BRBBR

r 1

r

r 11

r

r 1

r

r 1

RS

w

2

δw 2

2

2

Adaptiveweight

W

VVλ

R nn

nn

1- 1

yes= s

yes= s

no

no

WB/NBProcessingS(f)=W+B(f)

* B(f) is “narrowband” (single f) R and W are “broadband” (averaged over band of f)

Simulation Geometry (F=200 Hz) target(NB)=120 dB, own-ship(BB)=120 dB, bottom bounce(BB)=115 dB

WNL=70 dB, 0.1 random phase error

3 kts

3 kts

towed array

own-ship noise

bottom bounce

10 km

188 m

Single-Line

4-Line-Sequential

4-Line-Vertical

No environmental mismatch

Single-Line BTRs of Each Signal ComponentForward Endfire at 0o

Own-Ship Noise Bottom Bounce

Target

__ Own-ship__ Bottom Bounce__ Target

Responses at 10o Azimuth

Single-Line Doppler/Azimuth Responses integration time =256-sec, Target Range=10 km, Forward Endfire at 0o

Own-Ship Noise Bottom Bounce

Target

__ Own-ship__ Bottom Bounce__ Target

Selected beams (0o-30o) &

Dopplers (6 bins for 6-kt search)

Responses at 10o Azimuth

Single-Line Beam/Cell Spectrograms

Conventional Plane-Wave (10o) Adaptive Plane-Wave (10o)

Adaptive MFP (target track)

__ Adaptive PW__ Adaptive MFP

Peak Level over Dopplers

Adaptive Beam/Cell Spectrograms

Adaptive Plane-Wave (10o) Single Vertical Adaptive MFP

4_Line_Vertical Adaptive MFP

__ PW__ Single Line MFP__ 4_Line_Vert MFP

Peak Level over Dopplers

Single Line, Conventional MFP

4_Line_Sequential, Adaptive MFP 4_Line_Vertical, Adaptive MFP

Single Line, Adaptive MFP

Array Size Dependence of MFP Range Tracking search at target depth and target speed

Depth Discrimination of Adaptive MFP Range Tracking 4_Line_Vertical Array search at target speed

Depth=10 m

Depth=180 mDepth=90 m

Depth=60 m

Speed= 3 m/s

Speed= -3 m/sSpeed= -1 m/s

Speed= 1 m/s

Speed Discrimination of Adaptive MFP Range Tracking 4_Line_Vertical Array search at target depth

SUMMARY

• STAMP processing that combines STAP and MFP has been developed.

• Simulations show that STAMP coherently combines signal multi-path spread in azimuth and Doppler and greatly enhances target detection as well as providing target range and depth classification and localization.