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Multi-Sensor Measurements for the Detection of Buried Targets Waymond R. Scott, Jr. and James McClellan School of Electrical and Computer Engineering Georgia Institute of Technology Atlanta, GA 30332-0250 [email protected] 404-894-3048 MURI Review 1-13-05 Scott/McClellan, Georgia Tech 2 Outline Introduction Three Sensor Experiment Multi-static Radar Accomplishments/Plans
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Page 1: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

Multi-Sensor Measurements for the Detection of Buried Targets

Waymond R. Scott, Jr. and James McClellanSchool of Electrical and Computer Engineering

Georgia Institute of TechnologyAtlanta, GA 30332-0250

[email protected]

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 2

Outline

IntroductionThree Sensor ExperimentMulti-static RadarAccomplishments/Plans

Page 2: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 3

Multi-Sensor Cooperation/Adaptation

GPR

EMI

Seismic

Imaging

SigProc

Imaging

Features

Features

Features

DecisionProcess

ExploitCorrelation & Sensitivity

Feedback

Feedback

Controls

Controls

Controls

Controls

Controls

ControlsFrequency BandwidthFocusingRemote ImagingMeasurement Spacing

Frequency BandwidthMeasurement Spacing

Frequency BandwidthArray Elements UsedMeasurement Spacing

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 4

Experimental Test BedDevelop a set of experiments to investigate the potential of multi-modal processing

Landmine (Three sensors/six modes)EMIGPR

• Bi-Static• Multi-Static

Seismic• Unfocused• Focused• Remote Detection

Buried Structure (Two sensors/four modes)GPR

• Bi-Static• Multi-Static

Seismic• Bi-Static• Multi-Static

Page 3: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 5

Outline

IntroductionThree-Sensor ExperimentMulti-static RadarAccomplishments/Plans

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 6

Diagram of the Laboratory Model

Page 4: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 7

Three Sensor Experiment

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 8

Three Sensor Experiment

Experimental Scenario #16 Mines> 20 Clutter objectsRelatively uniform distribution

Experimental Scenario #27 Mines> 25 Clutter objectsNon-uniform distribution

Experimental Scenario #3Non-uniform distribution of 7 Mines (2 AT, 5 AP) and 57 clutter objectsRock field surrounding AP mine and canAP mines and clutter objects grouped around and on top of AT mines

Page 5: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 9

Burial Scenario #1

1.8m by 1.8m Scan Region

Rocks (3 and4 cm deep)

Dry Sand(5cm deep)

MINESVS-2.2

(7cm deep)

TS-50(1.5cm deep)

w/ Nail

M-14(0.5cm deep)

VS-50(1cm deep)

PFM-1(1.5 cm deep)

VS-1.6(6.5cm deep)

SeismicSources

Cans (3 and2.5 cm deep)

AssortedMetal Clutter (2 to 4 cm deep)

Shells(4cm deep)

ThreadedRod(3.5cm deep)

Penny(5.5cm deep)

Nails(4cm deep)

Ball Bearing(3.5cm deep)

Shells(5.5cm deep)

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 10

Comparison of ImagesSeismic Sensor

Image 30 dB Scale

GPR Sensor Energy Image of Migrated

Data (25 dB scale)

EMI SensorImage ( 90 dB scale)

Page 6: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 11

Outline

IntroductionThree-Sensor ExperimentMulti-static RadarAccomplishments/Plans

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 12

Antenna & Array Assembly

Absorber

switch

Port-2 In

Port-1 In

Port-1 Out

Port-2 Out

Rx-4Rx-3Rx-2Rx-1Tx-1Tx-2

48cm 12 12 12 12

Heat-sealable plastic sheet

Resistively-Loaded Vee

Styrofoam

Double-Y balun

FR-4 Support Panel

Page 7: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 13

GPR Array

Receiving antenna

y = +48cm

y = 0

y = -12cm

y = -24cm

y = -36cm

y = -48cm

synthetic array at y = 0

Transmitting antenna

We can obtain 192cm-wide synthetic array aperture by using reciprocity and synthesizing the scans at 6 positions

Physical array

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 14

3D ExperimentsFree Space (calibration)

Spheres, Mines, Shapes, and No targetBuried targets (with clean surface and with surface covered by rocks)

No TargetsGrid of spheres (calibration)Grid of mines and clutterBuried structure

Page 8: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15

Free Space Target Measurements -Setup

36.5cm

73 cm

xy

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 16

Free Space Target Measurements -Targets

GT Plywood (38.5 x 46.5 x 1.84 cm)

11cm Shotput

1” Metal Sphere

TS-50

VS 1.6

Page 9: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 17

H-Plane Cut at x = 0cm; 11cm Metal Sphere at 25.5cm from Radar

Free Space Target Measurements -Results

-90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90

-90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90

0

2

4

6

8

10

t, ns

ec

0

2

4

6

8

10

t, ns

ec

R1 T1 R2 T1 R3 T1 R4 T1

R1 T2 R2 T2 R3 T2 R4 T2

0 dB

-20

-10

-30

-40

0 dB

-20

-10

-30

-40

rel. max.

rel. max.

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 18

Comparison of the R1 – T1 Responses from Targets - H-Plane Cut at x = 0cm

Free Space Target Measurements -Results

-90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90

0

2

4

6

8

10

t, ns

ec

11cm Shotput 1” Metal Sphere VS 1.6-50 dB

-70

-60

-80

-90

-90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90

0

2

4

6

8

10

t, ns

ec

TS-50 GT Plywood No Target-50 dB

-70

-60

-80

-90

Page 10: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 19

VS 1.6 Mines11

-50 0 50

-50

0

50-25

-20

-15

-10

-5

s21

-50 0 50

-50

0

50-25

-20

-15

-10

-5

s31

-50 0 50

-50

0

50-25

-20

-15

-10

-5

s41

-50 0 50

-50

0

50-25

-20

-15

-10

-5

s12

-50 0 50

-50

0

50-25

-20

-15

-10

-5

s22

-50 0 50

-50

0

50-20

-15

-10

-5

s32

-50 0 50

-50

0

50-20

-15

-10

-5

s42

-50 0 50

-50

0

50 -20

-15

-10

-5

Coherent Sum of All TR Pairs

-80 -60 -40 -20 0 20 40 60 80

-80

-60

-40

-20

0

20

40

60

80

-25

-20

-15

-10

-5

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 20

3D Experiments

Free Space (calibration)Spheres, Mines, Shapes, and No target

Buried targets (with clean surface and with surface covered by rocks)

No TargetsGrid of spheres (calibration)Grid of mines and clutterBuried structure

Page 11: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 21

Buried Target Measurements -Setup

With-Rock ScanClean Scan

Antenna height = 10cm from the surface of the ground

Scan region: 180cm x 180cm square

Rock coverage: 240cm x 340cm

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 22

Metal SpheresTarget Locations & Depths

Page 12: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 23

LandminesTarget Locations & Depths

2D-plane cuts for the display of the

results

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 24

x = 0cm-cut

Landmines

-90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90

-90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90

0

2

4

6

8

10

t, ns

ec

0

2

4

6

8

10

t, ns

ec

R1 T1 R3 T1 R2 T2 R4 T2

R1 T1 R3 T1 R2 T2 R4 T2

0 dB

-20

-10

-30

-40

0 dB

-20

-10

-30

-40

rel. max.

rel. max.

Clean Scan

With-Rock Scan

Page 13: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 25

Buried StructureTarget Location & Depth

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 26

x = 0cm-cut

Buried Structure

-90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90

-90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90 -90 -45 0y, cm

45 90

0

2

4

6

8

10

t, ns

ec

0

2

4

6

8

10

t, ns

ec

R1 T1 R3 T1 R2 T2 R4 T2

R1 T1 R3 T1 R2 T2 R4 T2

0 dB

-20

-10

-30

-40

0 dB

-20

-10

-30

-40

rel. max.

rel. max.

Clean Scan

With-Rock Scan

Page 14: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 27

Buried Structure (Rocks)

Energy Sum of All TR Pairs

-80 -60 -40 -20 0 20 40 60 80

-80

-60

-40

-20

0

20

40

60

80 -45

-40

-35

-30

-25

-20

-15

-10

-5

Raw Data Energy Images for TR pairs

R1T1

-50 0 50

-50

0

50-25

-20

-15

-10

-5

R2T1

-50 0 50

-50

0

50-25

-20

-15

-10

-5

R3T1

-50 0 50

-50

0

50-25

-20

-15

-10

-5

R4T1

-50 0 50

-50

0

50-25

-20

-15

-10

-5

R1T2

-50 0 50

-50

0

50-25

-20

-15

-10

-5

R2T2

-50 0 50

-50

0

50-25

-20

-15

-10

-5

R3T2

-50 0 50

-50

0

50-25

-20

-15

-10

-5

R4T2

-50 0 50

-50

0

50

-25

-20

-15

-10

-5

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 28

AccomplishmentsDeveloped three sensor experiment to study multimodal processing

Developed new metal detector and a radarInvestigated three burial scenariosShowed responses for all the sensors over a variety of targetsDemonstrated possible feature for multimodal/cooperative processingDeveloped new 3D quadtree strategy for GPR data

Developed seismic experiments, models, and processing Improved experimental measurement by incorporating a Wiener filter Demonstrated reverse-time focusing and corresponding enhancement of mine signatureDemonstrated imaging on numerical and experimental data from a clean and a cluttered environmentModified time-reverse imaging algorithms to include near field DOA and range estimates. The algorithms are verified for both numerical and experimental data with and without clutter.Modified wideband RELAX and CLEAN algorithms for the case of passive buried targets. The algorithms are verified for both numerical and experimental data with and without clutter. Used RELAX imaging to locate targets with cumulative maneuvering receivers.Developed a vector signal modeling algorithm based on IQML (Iterative Quadratic maximum Likelihood) to estimate the two-dimensional ω-k spectrum for multi-channel seismic data.

Developed multi-static radarDemonstrated radar operation with and without clutter objects for four scenarios

Buried structuresDeveloped numerical model for a buried structureDemonstrated two possible configurations for a sensorMade measurement using multi-static radar

Page 15: Multi-Sensor Measurements for the Detection of Buried Targetslcarin/Scott 1.13.05.pdf · MURI Review 1-13-05 Scott/McClellan, Georgia Tech 15 Free Space Target Measurements - Setup

MURI Review 1-13-05 Scott/McClellan, Georgia Tech 29

PlansThree sensor experiment (Landmine)

Incorporate reverse-time focusing and imagingIncorporate multi-static radarMore burial scenarios based on inputs from the signal processors

More/Stronger clutterDistribution of targets and clutterClose proximity between clutter and targets

Look for more connections between the sensor responses that can be exploited for multimodal/cooperative imaging/inversion/detection algorithms

Imaging/inversion/detection algorithmsExtend 3-D quadtree algorithm to multi-static GPR data.Investigate the use of reverse-time ideas to characterize the inhomogeneity of the groundInvestigate the time reverse imaging algorithm for multi-static GPR data.Investigate the CLEAN and RELAX algorithms for target imaging from reflected data in the presence of forward waves with limited number of receivers.Investigate joint imaging algorithms for GPR and seismic data.

Buried StructuresExperiments with multi-static radarDevelop joint seismic/radar experimentSignal Processing


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