tu2.l09.4 - polarimetric scattering analysis for accurate observation of stricken man-made targets...

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Polarimetric Scattering Analysis For Accurate Observation of Stricken Man- made Targets Using A Rotated Coherency Matrix Ryoichi Sato*, Yoshio Yamaguchi, and Hiroyoshi Yamada Niigata University, Japan IGARSS2010, July 25-30, 2010, Honolulu, Hawaii, USA

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Page 1: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Polarimetric Scattering Analysis For Accurate Observation of

Stricken Man-made Targets Using A Rotated Coherency Matrix

Ryoichi Sato*, Yoshio Yamaguchi,and Hiroyoshi Yamada

Niigata University, Japan

IGARSS2010, July 25-30, 2010, Honolulu, Hawaii, USA

Page 2: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

- June 15, 2008 Iwate-Miyagi Nairiku Earthquake, Japan, M7.2

IntroductionM7.0 class big earthquakes successively occurred in JAPAN not only in urban areas but also in severe mountainous areas

- March 20, 2005 West of Fukuoka Prefecture Earthquake, Japan, M7.0

- March 25, 2007 Noto Hanto Earthquake, Japan, M6.9

- July 16, 2008 Niigataken Chuetsu-oki Earthquake, Japan, M6.8

- October 23, 2004 Mid-Niigata Prefecture Earthquake, Japan, M6.8

Page 3: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Introduction

To escape damages of secondary disasters

Grasp the situation around the disaster area

Copyright©1998-2006 NTT DATA CORPOLATION Copyright©1998-2006 NTT DATA CORPOLATION

Difficulty of on-site inspections

Immediately after big earthquake…

*We express our sincere appreciations to Prof. Makino and NTT data for providing these high resolution photos.

Page 4: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Introduction

To escape damages of secondary disasters

Grasp the situation around the disaster area

Radar remote sensing based on POLSAR image analysis

ALOS/PALSAR

http://www.alos-restec.jp/aboutalos1.html

Space-borne POLSAR

Pi-SAR

Air-borne POLSAR

quad. POLSAR data acquisition

Page 5: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Introduction

10

10

000

2

1

800

075

0515

30

1

000

01

0

000

0

01*

2

2

*

j

jffffT cvds

PdPs Pv Pc

Scattering power decomposition [1]-[3]

[1] A. Freeman and S. L. Durden, ``A Three-component scattering model for polarimetric SAR data,`` IEEE Trans. Geosi. Remote Sensing, Vol.36, No. 3, pp. 963-973, May 1998.

[2] Y. Yamaguchi, T. Moriyama, M. Ishido and H. Yamada, ``Four-Component Scattering Model for Polarimetric SAR Image Decomposition,`` IEEE Trans. Geosi. Remote Sensing, Vol.43, No.8, pp.1699-1706, Aug. 2005.

[3] Y. Yajima, Y. Yamaguchi, R. Sato and H. Yamada, ``POLSAR image analysis of wetlands using a modified four-component scattering power decomposition,`` IEEE Trans. Geosi. Remote Sensing, Vol.46, No.6, pp.1667-1673, June 2008.

2/sin)( p

Page 6: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Introduction

Ps

Pd

Pv

illu

min

atio

n

SAPPORO

Urban area

Misclassification of man-made targets

Strong volume scattering

Targets are aligned obliquely to the illumination

Page 7: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Introduction

Strong Pd

Furthermore…

Before earthquake After earthquake

Weak Pd

Strong Ps

Strong Pv

Page 8: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Objective

Accuracy improvement of man-made target detection/extraction in POLSAR image analysis

Introduction of ``unitary rotation[4],[5]’’ of the coherency matrix

FDTD polarimetric scattering analysis for simplified man-made target model

To check the validity of the rotation,

[4] J.-S. Lee and D.L.Schuler and T. L. Ainsworth, ``Polarimetric SAR data Compensation for Terrain Azimuth Slope Variation,” IEEE Trans. Geosi. Remote Sensing, vol.38, no.5, pp.2153-2163, Sept. 2000.

[5] H. Kimura, K.P.Papathanassiou, and I. Hajnsek, ``Polarization orientation angle effects in urban areas on SAR data,” Proc. of IGARSS 2005, Seoul, South Korea, July 2005.

Page 9: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Derivation of ``rotation angle’’

10

10

000

2

1

800

075

0515

30

1

000

01

0

000

0

01*

2

2

*

j

jffffT cvds

PdPs Pv Pc

2/sin)( p

Scattering power decomposition (4-components model):

[1] A. Freeman and S. L. Durden, ``A Three-component scattering model for polarimetric SAR data,`` IEEE Trans. Geosi. Remote Sensing, Vol.36, No. 3, pp. 963-973, May 1998.

[2] Y. Yamaguchi, T. Moriyama, M. Ishido and H. Yamada, ``Four-Component Scattering Model for Polarimetric SAR Image Decomposition,`` IEEE Trans. Geosi. Remote Sensing, Vol.43, No.8, pp.1699-1706, Aug. 2005.

[3] Y. Yajima, Y. Yamaguchi, R. Sato and H. Yamada, ``POLSAR image analysis of wetlands using a modified four-component scattering power decomposition,`` IEEE Trans. Geosi. Remote Sensing, Vol.46, No.6, pp.1667-1673, June 2008.

Page 10: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

x

xx

xx

T reflection

00

0

0

Reflection symmetry

u

//u

0~~ **HVVVVHHH SSSS

Derivation of ``rotation angle’’Scattering power decomposition (4-components model):

10

10

000

2

1

800

075

0515

30

1

000

01

0

000

0

01*

2

2

*

j

jffffT cvds

PdPs Pv Pc

Measured coherency matrix

2/sin)( p

Page 11: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

xx

xx

x

T rotation

0

0

00

Rotation symmetry

Derivation of ``rotation angle’’Scattering power decomposition (4-components model):

10

10

000

2

1

800

075

0515

30

1

000

01

0

000

0

01*

2

2

*

j

jffffT cvds

PdPs Pv Pc

Measured coherency matrix

2/sin)( pu

//u

Roll invariant

Page 12: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

xx

xx

x

T rotation

0

0

00

Rotation symmetry

x

xx

xx

T reflection

00

0

0

Reflection symmetry

Derivation of ``rotation angle’’Scattering power decomposition (4-components model):

10

10

000

2

1

800

075

0515

30

1

000

01

0

000

0

01*

2

2

*

j

jffffT cvds

PdPs Pv Pc

Measured coherency matrix

2/sin)( p

Page 13: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

10

10

000

2

1

800

075

0515

30

1

000

01

0

000

0

01*

2

2

*

j

jffffT cvds

2**

*2*

**2

4)(2)(2

)(2)()(

)(2))((

2

1

HVVVHHHVVVHHHV

VVHHHVVVHHVVHHVVHH

VVHHHVVVHHVVHHVVHH

SSSSSSS

SSSSSSSSS

SSSSSSSSS

T

Derivation of ``rotation angle’’Scattering power decomposition (4-components model):

PdPs Pv Pc

Measured coherency matrix2/sin)( p

Page 14: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Derivation of ``rotation angle’’

2**

*2*

**2

4)(2)(2

)(2)()(

)(2))((

2

1

HVVVHHHVVVHHHV

VVHHHVVVHHVVHHVVHH

VVHHHVVVHHVVHHVVHH

SSSSSSS

SSSSSSSSS

SSSSSSSSS

T

Measured coherency matrix

Expanded coherency matrix

000

0

012

*

000

01

0*

2

800

075

0515

30

1

800

075

0515

30

1

100

010

002

4

1

10

10

000

2

1

j

j

PdPs Pv Pc

Inconsistency)(2 *13 VVHHHV SSST *

31 )(2 VVHHHV SSST 0

Page 15: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Derivation of ``rotation angle’’``Rotation’’ of the measured coherency matrix

2cos2sin0

2sin2cos0

001

2cos2sin0

2sin2cos0

001

TT

02cos2sin 131213 TTT

Condition for determining the rotation angle

12

131tanˆ2T

T

So we obtain the rotation angle as

Complex angle

Page 16: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Derivation of ``rotation angle’’

after carrying out the averaging processing,

12

13

12

13 ImReT

T

T

T

- For obliquely oriented man-made target area

We approximately choose the rotation angle as

ˆRe~

12

131tanˆ2T

T

'13T becomes small, but not zero.

it is often observed

Page 17: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Modified algorithm with Re{T13} rotation

2cos2sin0

2sin2cos0

001

2cos2sin0

2sin2cos0

001

TT

02cos2sin 131213 TTT

1. Determination of the rotation angle

2. Obtain the rotated coherency matrix using T

3. Scattering power decomposition for the rotated matrix T

Pre-processing

Page 18: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Modified algorithm with T33 rotation

2cos2sin0

2sin2cos0

001

2cos2sin0

2sin2cos0

001

TT

0/)(33 dTd Minimize

2. Obtain the rotated coherency matrix using T

3. Scattering power decomposition for the rotated matrix T

Pre-processing

'33T

1. Determination of the rotation angle

In the previous presentation by Prof. Yamaguchi (in EUSAR2010 etc. )

Page 19: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

POLSAR data description

Mode: Quad.Pol. HH+HV+VH+VV

Pi-SAR

Quad. polarimetric data take function

Pi-SAR**

Resolution 3m by 3m

Total pixel number (entire region)

6,000 by 4,000

Averaging size (pixels) 5 by 5

Incident angle [deg.]

L-band 1.27GHz (l=0.236m)

**Acquired by NiCT, JAXA, Japan

Date

11/04/2004 Yamakoshi

27.2-53.3 deg.(Near - Far)

42.9 deg.(Center)

Page 20: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Result

illu

min

atio

n

w/o rotation

Ps

Pd

Pv

Yamakoshi (Niigata, Japan)

11/04/2004

area A

area B

Page 21: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Result for area A

Ps

Pd

Pv

illu

min

atio

n

w/o rotation T33 rotation

Re{T13} rotationYamakoshi (Niigata, Japan)

11/04/2004

illu

min

atio

nil

lum

inat

ion

Page 22: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Result for area B il

lum

inat

ion

w/o rotation T33 rotation

Ps

Pd

Pv

Yamakoshi (Niigata, Japan) Re{T13} rotation

11/04/2004

illu

min

atio

nil

lum

inat

ion

Page 23: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Polarimetric FDTD analysisPolarimetric scattering analysis for a quad man-made

target model by using the FDTD method

f

q

Plane wave incidence

f=1.2GHz (L-band)

H-pol

V-pol

x

y

z

Page 24: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

f= 5 to 35 [deg.]

Polarimetric FDTD analysisParameters in the FDTD analysis

f

q

=45 [deg.]

f=1.2GHz (L-band)

H

W

W=L=1.2m (4.8l)

H=1.6m (6.4l)

Permittivity & conductivity

main part: e r=4 s=0.0070

base part: e r=7 s=0.0141

(er=4-j0.2 at 1.2GHz )

(er=7-j0.1 at 1.2GHz )

H-pol

V-pol

Analytical region

Cubic cell size DTime step Dt

Incident pulse

Absorbing boundary condition

700 X 700 X 350 cells

0.01m

1.925 X 10-11 s

Lowpass Gaussian pulse

PML (8 layer)

D

D=0.3m (1.2l)

R

R=3.0m (12.0l)L

x

y

z

f:variable

Page 25: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Polarimetric FDTD analysis

Plain view

To evaluate statistical polarimetric scattering feature as actual POLSAR image analysis,

Statistical evaluation

y

x

Ensemble average processing is carried out for 10 degs. squint anguler range (Average of 10 angles).

15-25deg.5-15deg.Squint angle

y

x

y

x25-35deg.

Page 26: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

y

x

5-15deg.

Polarimetric FDTD analysis

Pt=Pd+Ps+Pv+Pc

=45o

Pd/Pt Ps/Pt Pv/Pt Pc/Pt0.00E+00

2.00E-01

4.00E-01

6.00E-01

8.00E-01

1.00E+00w/o rotation

Pd/Pt Ps/Pt Pv/Pt Pc/Pt0.00E+00

2.00E-01

4.00E-01

6.00E-01

8.00E-01

1.00E+00Re{T13} rotation

Pd/Pt Ps/Pt Pv/Pt Pc/Pt0.00E+00

2.00E-01

4.00E-01

6.00E-01

8.00E-01

1.00E+00 T33 rotation

Page 27: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

y

x

15-25deg.

Polarimetric FDTD analysis

Pt=Pd+Ps+Pv+Pc

=45o

Pd/Pt Ps/Pt Pv/Pt Pc/Pt0.00E+00

2.00E-01

4.00E-01

6.00E-01

8.00E-01

1.00E+00w/o rotation

Pd/Pt Ps/Pt Pv/Pt Pc/Pt0.00E+00

2.00E-01

4.00E-01

6.00E-01

8.00E-01

1.00E+00Re{T13} rotation

Pd/Pt Ps/Pt Pv/Pt Pc/Pt0.00E+00

2.00E-01

4.00E-01

6.00E-01

8.00E-01

1.00E+00 T33 rotation

Page 28: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

y

x

25-35deg.

Polarimetric FDTD analysis

Pt=Pd+Ps+Pv+Pc

=45o

Pd/Pt Ps/Pt Pv/Pt Pc/Pt0.00E+00

2.00E-01

4.00E-01

6.00E-01

8.00E-01

1.00E+00w/o rotation

Pd/Pt Ps/Pt Pv/Pt Pc/Pt0.00E+00

2.00E-01

4.00E-01

6.00E-01

8.00E-01

1.00E+00Re{T13} rotation

Pd/Pt Ps/Pt Pv/Pt Pc/Pt0.00E+00

2.00E-01

4.00E-01

6.00E-01

8.00E-01

1.00E+00 T33 rotation

Page 29: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Polarimetric FDTD analysisSummary of the rotation effect

5-15

15-25

25-35

Re{T13} rotation T33 rotationSquint angle

(No need) (No need)

Page 30: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Conclusion

Re{T13} and T33 rotations are both valid.

Accuracy improvement of man-made target detection/extraction in POLSAR image analysis

``Unitary rotation’’ of the coherency matrix

From the results of POLSAR image analysis

Confirmation of the validity of ``rotation’’

The ``rotation’’ is efficient at least up to 30o in squint angular range

FDTD polarimetric scattering analysis for simplified man-made targets

Page 31: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Outlook

Determination of more appropriate/rigorous rotation angle

More accurate man-made targets detection/extraction

FDTD polarimetric scattering analysis for man-

made target model on slope/rough ground

in stricken area i.e.

in inclined and/or rough surface area

Page 32: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Acknowledgments- The authors express their sincere appreciations to JAXA and NiCT, Japan, for providing valuable ALOS/PALSAR and Pi-SAR image data sets.

- This research was partially supported by A Scientific Research Grant-In-Aid (19510183) from JSPS, Japan, and Telecom Engineering Center (TELEC).

Page 33: TU2.L09.4 - POLARIMETRIC SCATTERING ANALYSIS FOR ACCURATE OBSERVATION OF STRICKEN MAN-MADE TARGETS USING A ROTATED COHERENCY MATRIX

Thank you!