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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 1 Advanced SAR 2 Polarimetry Eric POTTIER Monday 3 September, Lecture D1Lb5-2

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Page 1: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 1

Advanced SAR 2PolarimetryEric POTTIER

Monday 3 September, Lecture D1Lb5-2

Page 2: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 2

RADAR POLARIMETRYRADAR POLARIMETRY

0

$x

$y( )rE z t,

$z

Radar Polarimetry (Polar : polarisation Metry: measure)is the science of acquiring, processing and analysing

the polarization state of an electromagnetic field

Radar Polarimetry deals with the full vector nature of polarized electromagnetic waves

Page 3: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 3

The POLARISATION informationContained in the waves backscattered

from a given medium is highly related to:

its geometrical structurereflectivity, shape and orientation

its geophysical properties such as humidity, roughness, …

RADAR POLARIMETRYRADAR POLARIMETRY

Page 4: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 4

APPLICATIONS OF RADAR POLARIMETRYIN REMOTE SENSING (EARTH MONITORING)

FORESTRY

SECURITYHUMANITARIAN DEMINING

TOPOGRAPHYCARTOGRAPHY

SEA / ICEOCEANOGRAPHY

AGRICULTURELAND USE METEOROLOGY

HYDROLOGYGEOLOGY

Page 5: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 5

TRANSMITTER: XRECEIVER: X

X

X

T

RXAX

XXS

XXS XXS XXS XXS

X X X XT

RX

SCATTERING COEFFICIENT

SCATTERING COEFFICIENTSCATTERING COEFFICIENT

Page 6: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 6

( )( )( )

⎪⎩

⎪⎨

=−−=−−=

=0E

kztcosEEkztcosEE

t,zE

z

yy0y

xx0x

δωδω

r

0

$x

$y( )rE z t,

$z

REAL ELECTRIC FIELD VECTOR

POLARISATION ELLIPSEPOLARISATION ELLIPSE

Page 7: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 7

z0

$y

$x

( )rE z t0 ,

( ) ( )δδ 2

2

y0

y

y0x0

yx2

x0

x sinEE

cosEEEE

2EE =⎟⎟

⎞⎜⎜⎝

⎛+−⎟

⎞⎜⎝

0

$x

$y( )rE z t,

$z

THE REAL ELECTRIC FIELD VECTOR MOVES IN TIME ALONG AN ELLIPSE

POLARISATION ELLIPSEPOLARISATION ELLIPSE

With: xy δδδ −=

Page 8: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 8

A : WAVE AMPLITUDE

φ : ORIENTATION ANGLE τ : ELLIPTICITY ANGLE

0A

φα

τ

$x

$y

$,$zn

$y0

$x0

( )rE z t, = 0

φ

α : ABSOLUTE PHASE

22πφπ ≤≤−

40 πτ ≤≤

Page 9: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 9

ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION

LEFT HANDED POLARISATION RIGHT HANDED POLARISATION

ELLIPTICITY ANGLE : τ < 0ELLIPTICITY ANGLE : τ > 0

44πτπ ≤≤−

POLARISATION HANDENESSPOLARISATION HANDENESSROTATION SENSE: LOOKING INTO THE DIRECTION OF THE WAVE PROPAGATION

0

$x

$y

$z

−τ

Page 10: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 10

HORIZONTAL POLARISATION STATE

0

rE z t( , )

$z

$y

$x

0

rE z t( , )

$z

$y

$x

⎥⎦

⎤⎢⎣

⎡=01

H ⎥⎦

⎤⎢⎣

⎡=10

V

VERTICAL POLARISATION STATE

00

==

τφ

02

=

=

τ

πφ

JONES VECTORJONES VECTOR

0

rE z t( , )

$z

$y

$x0

rE z t( , )

$z

$y

$x

⎥⎦

⎤⎢⎣

⎡−

=j

12

1RC

LEFT CIRCULAR POLARISATION STATE RIGHT CIRCULAR POLARISATION STATE

4

22πτ

πφπ

+=

+≤≤−

⎥⎦

⎤⎢⎣

⎡=j1

21LC

4

22πτ

πφπ

−=

+≤≤−

Page 11: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 11

TRANSMITTER: XRECEIVERS: X & Y

X

X

T

RXAX

RY

AY

⎭⎬⎫

⎩⎨⎧

⎥⎦

⎤⎢⎣

⎡=

YX

XXS S

SE

YXS

XXS

YXS

XXS

YXS

XXS

YXS

XXS

X X X XT

RX

RY

JONES VECTORS

WAVE POLARIMETRY

Page 12: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 12

X

Y

T

RXAX

RY

AY

[ ]⎭⎬⎫

⎩⎨⎧

⎥⎦

⎤⎢⎣

⎡=

YY

XY

YX

XX

SS

SS

S

YXS

XXS

YYS

XYS

YXS

XXS

YYS

XYS

X Y X YT

RX

RY

SINCLAIR MATRICES

SCATTERING POLARIMETRY

TRANSMITTER: X & YRECEIVERS: X & Y

Page 13: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 13

DOSAREADS / Dornier GmbH (D)

DO 228 (89), C160 (98), G222 (00)S, C, X-Band (Quad), Ka-Band (VV)

POLARIMETRIC AIRBORNE SAR SENSORS

AIRSARNASA / JPL (USA)

DC8P, L, C-Band (Quad)

AES1InterMap Technologies (D)GulfStream Commander

X-Band (HH), P-Band (Quad)

EMISARDCRS (DK)G3 Aircraft

L, C-Band (Quad)

ESARDLR (D)DO 228

P, L, S-Band (Quad)C, X-Band (Sngl)

MEMPHIS / AER II-PAMIRFGAN (D)

Transal C160Ka, W-Band (Quad) / X-Band (Quad)

PISARNASDA / CRL (J)

GulfStreamL, X-Band (Quad)

PHARUSTNO - FEL (NL)

CESSNA – Citation IIC-Band (Quad)

RAMSESONERA (F)

Transal C160P, L, S, C, X, Ku, Ka, W-Band (Quad)

STORMUVSQ / CETP (F)

Merlin IVC-Band (Quad)

AuSAR - INGARAD.S.T.O (Aus)

DC3 (97) KingAir 350 (00) Beach 1900CX-Band (Quad)

SAR580Environnement Canada (CA)

Convair CV-580C, X-Band (Quad)

Page 14: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 14

POLARIMETRIC SPACEBORNE SAR SENSORS

ENVISAT / ASARESA (EU)

2002C-Band (Sngl / Twin)

ALOS / PALSARJAXA (J)

January 2006L-Band (Sngl / Twin / Quad)

RADARSAT 2CSA / MDA (CA)

2007C-Band (Quad)

TerraSAR-XDLR / EADS-ASTRIUM / InfoTerra GmbH

June 2007X-Band (Sngl / Twin / Quad ?)

SIR-CNASA / JPL (USA)

April 1994 (10 days)October 1994 (10 days)

L, C-Band (Quad)

Page 15: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 15

ESARDO 228

P, L, S-Band (Quad)C, X-Band (Sngl)

P-Band

L-Band C-Band

X-Band

Courtesy of

Experimental SyntheticAperture Radar SystemExperimental SyntheticAperture Radar System

Page 16: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 16

P-Band C-BandL-Band

Deutsches Zentrum für Luft- und RaumfahrtInstitut für Hochfrequenztechnik

und Radarsysteme

ALLINGALLING

©© GoogleGoogle EarthEarth

Page 17: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 17-15dB 0dB-30dB

|HH|dB |HV|dB |VV|dB

Tx Rx Tx Rx Tx Rx

ALLINGALLING

Page 18: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 18

|HH| |HV| |VV|©© GoogleGoogle EarthEarth

Page 19: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 19

TRANSMITTER: H & VRECEIVERS: H & V

H

VPOLARIMETRIC DESCRIPTORS

[S] SINCLAIR Matrix

k Target Vector

[T] 3x3 COHERENCY Matrix

[ ] ⎥⎦

⎤⎢⎣

⎡=

VV

HV

VH

HH

SS

SS

S

Page 20: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 20

BACKSCATTERING MATRIX or SINCLAIR MATRIX

BSAYX

BSAXY SS =RECIPROCITY THEOREM

⎥⎦

⎤⎢⎣

⎡⎥⎦

⎤⎢⎣

⎡=⎥

⎤⎢⎣

⎡iY

iX

YYXY

XYXXjkr

sY

sX

EE

SSSS

re

EE

TOTAL SCATTERED POWER

[ ]( ) [ ][ ]( ) 2YY

2XY

2XX

*T |S||S|2|S|SSTraceSSpan ++==

DEFINED IN THE LOCAL COORDINATES SYSTEM

[S] IS INDEPENDENT OF THE POLARISATION STATE OF THE INCIDENCE WAVE

[S] IS DEPENDENT ON THE FREQUENCY AND THE GEOMETRICAL ANDELECTRICAL PROPERTIES OF THE SCATTERER

Page 21: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 21

VECTORIZATION OF [S]

[ ] [ ]( ) [ ][ ]( )ψSTraceSVkSSSS

SVVHV

HVHH

21

==⇒⎥⎦

⎤⎢⎣

⎡=

[ ]⎭⎬⎫

⎩⎨⎧

⎥⎦

⎤⎢⎣

⎡⎥⎦

⎤⎢⎣

⎡−⎥

⎤⎢⎣

⎡=

0110

2,10

012,

1001

2Pψ

SET OF 2x2 COMPLEX MATRICESFROM THE PAULI MATRICES GROUP

TARGET VECTOR

[ ]k S S S S SHH VV HH VV HVT= + −

12

2

[ ]( ) [ ][ ]( )k k k span S Trace S S S S STHH HV VV

2 2 2 22= = = = + +* *FROBENIUS NORM = SPAN [S]

Page 22: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 22

TARGET VECTOR k

COHERENCY MATRIX [T]

[ ]T k kA C jD H jG

C jD B B E jFH jG E jF B B

T= ⋅ =− +

+ + +− − −

⎢⎢⎢

⎥⎥⎥

*2 0

0

0

HERMITIAN MATRIX - RANK 1

[ ]k S S S S SHH VV HH VV HVT= + −

12

2

A0, B0+B, B0-B : HUYNEN TARGET GENERATORS

[T] is closer related to Physical and Geometrical Properties of the ScatteringProcess, and thus allows a better and direct physical interpretation

Page 23: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 23

PHYSICAL INTERPRETATION

SINGLE BOUNCESCATTERING

(ROUGH SURFACE)

DOUBLE BOUNCESCATTERING

VOLUMESCATTERING

TARGET GENERATORS TARGET GENERATORS

2VVHH011 SSA2T +==

2VVHH022 SSBBT −=+=

2HV033 S2BBT =−=

Page 24: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 24

-15dB 0dB-30dB

|HH+VV|dB |HV|dB |HH-VV|dB

ALLINGALLING

Page 25: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 25

|HH+VV| |HV| |HH-VV|T11=2A0 T33=B0-B T22=B0+B

©© GoogleGoogle EarthEarth

Page 26: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 26

( )[ ] ( ) ( )[ ] ( )[ ] ( ) ( )[ ]⊥⊥⊥⊥⊥⊥

= B,BA,AA,AT

B,BA,AB,B USUS aa

CON-SIMILARITY TRANSFORMATION

SINCLAIR MATRIX

( )[ ] ( ) ( )[ ] ( )[ ] ( ) ( )[ ] 1B,BA,A3A,AB,BA,A3B,B UTUT −

⊥⊥⊥⊥⊥⊥= aa

SIMILARITY TRANSFORMATION

COHERENCY MATRIX

U(3) SPECIAL UNITARY ELLIPTICALBASIS TRANSFORMATION MATRIX ( ) ( )[ ]

⊥⊥ B,BA,A3U a

ELLIPTICAL BASIS TRANSFORMATIONELLIPTICAL BASIS TRANSFORMATION

U(2) SPECIAL UNITARY ELLIPTICALBASIS TRANSFORMATION MATRIX ( ) ( )[ ]

⊥⊥ B,BA,A2U a

Page 27: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 27

[U3(2φ)] [U3(2τ)] [U3(2α)]

( ) ( )( ) ( )

( ) ( )

( ) ( )

( ) ( )( ) ( )

⎥⎥

⎢⎢

⎥⎥

⎢⎢

⎡−

− ⎥⎥⎥⎥⎥

⎢⎢⎢⎢⎢

10002cos2sinj02sinj2cos

2cos02sinj010

2sinj02cos

2cos2sin02sin2cos0

001αααα

ττ

ττ

φφφφ

SPECIAL UNITARY SU(3) GROUP

SPECIAL UNITARY SU(2) GROUP

[ ] ( ) ( )( ) ( )

( ) ( )( ) ( ) ⎥

⎤⎢⎣

⎡⎥⎦

⎤⎢⎣

⎡⎥⎦

⎤⎢⎣

⎡ −=

α

α

ττττ

φφφφ

j

j

e00e

cossinjsinjcos

cossinsincos

U

( )[ ]φ2U ( )[ ]τ2U ( )[ ]α2U

ELLIPTICAL BASIS TRANSFORMATIONELLIPTICAL BASIS TRANSFORMATION

( )ατφ ,, POLARIZATION ELLIPSE PARAMETERS

Page 28: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 28

ELLIPTICAL BASIS TRANSFORMATIONELLIPTICAL BASIS TRANSFORMATION

0

$x

$y

$z

Pauli Color Coding (H,V)

Pauli Color Coding (+45,-45)

Pauli Color Coding (L,R)Ernst LÜNEBURG

(PIERS95 - Pasadena)

Page 29: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 29

POLARIMETRIC TARGET DIMENSIONPOLARIMETRIC TARGET DIMENSION

POLARIMETRIC GOLDEN NUMBERPOLARIMETRIC GOLDEN NUMBERPOLARIMETRIC GOLDEN NUMBER

Page 30: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 30

TARGET MONOSTATIC POLARIMETRIC « DIMENSION »

55

=

[ ] ⎥⎦

⎤⎢⎣

⎡=

YYYX

XYXX

SSSS

S

XXYYXXXY

YYXYXX

,S,S,S

−− φφ

5 DEGREES OF FREEDOMCOHERENCY MATRIX [T]

9 HUYNEN REAL PARAMETERS(A0, B0, B, C, D, E, F, G, H)

9 - 5 = 4 TARGET EQUATIONS

Page 31: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 31

( ) ( )

( ) ( )( )

( ) 0DFCEBBH0EDFCBBG0DHCGFA20GEFHBBD0GFEHBBC

0FEBB0DGCHEA20HGBBA20DCBBA2

0

00

00

222200

2200

2200

=−−+=−++−=−−=−+−−=−−−

=−−−=−+−=−−−=−−+

[ ]⎥⎥⎥

⎢⎢⎢

−−−++++−

=⋅=BBjFEjGH

jFEBBjDCjGHjDCA2

kkT

0

0

0T*

3x3 HERMITIAN MATRIX - RANK 1

9 PRINCIPAL MINORS = 0

PURE TARGET – MONOSTATIC CASE

Page 32: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 32

TARGET MONOSTATIC POLARIMETRIC « DIMENSION »

55

=

[ ] ⎥⎦

⎤⎢⎣

⎡=

YYYX

XYXX

SSSS

S

XXYYXXXY

YYXYXX

,S,S,S

−− φφ

5 DEGREES OF FREEDOM COHERENCY MATRIX [T]9 HUYNEN REAL PARAMETERS

(A0, B0, B, C, D, E, F, G, H)

9 - 5 = 4 TARGET EQUATIONS

( )( )

DHCGFA2DGCHEA2HGBBA2DCBBA2

0

0

2200

2200

+=−=+=−+=+

Page 33: Advanced SAR 2 Polarimetry - Earth Online - ESAearth.esa.int/landtraining07/D1LB5-2-Pottier.pdf · ANTI-CLOCKWISE ROTATION CLOCKWISE ROTATION ... 03/09/07 Lecture D1Lb5-2 Advanced

03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 33

POLSAR - POLINSARDATA

PROCESSING

POLSAR - POLINSARDATA

PROCESSING

MODEL-BASEDPHYSICAL PARAMETER

INVERSION

MODEL-BASEDPHYSICAL PARAMETER

INVERSION

POLARIMETRIC DESCRIPTORSEXTRACTION

POLARIMETRIC DESCRIPTORSEXTRACTION

BIO and GEO PHYSICALPARAMETERS

TWO-STEP INVERSION PROCEDURE

POLARIMETRICSAR DATA SET(S) QUALITATIVE ANALYSIS

QUANTITATIVE ANALYSIS

POLARIMETRIC REMOTE SENSINGPOLARIMETRIC REMOTE SENSING

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 34

POL-SAR PROCESSINGPHENOMENOLOGIC

QUALITATIVE ANALYSIS

POLARIMETRICSPECKLE

FILTERING

POLARIMETRICTARGET

DECOMPOSITION

POLARIMETRICCLASSIFICATIONMONO/DUAL CHANNELS

YY

XYYX

XX

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 35

POL-SAR PROCESSINGPHENOMENOLOGIC

QUALITATIVE ANALYSIS

POLARIMETRICSPECKLE

FILTERING

POLARIMETRICTARGET

DECOMPOSITION

POLARIMETRICCLASSIFICATIONMONO/DUAL CHANNELS

YY

XYYX

XX

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SPECKLE PHENOMENON

DISTORTION OF THE INTERPRETATION

SPECKLE FILTERING

HOMOGENEOUS AREA HETEROGENEOUS AREA

DETAILS PRESERVATION(SPATIAL RESOLUTION)

SPECKLE REDUCTION(RADIOMETRIC RESOLUTION)

SPECKLE FILTERINGSPECKLE FILTERING

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 37

SPECKLEFILTER

[ ] ∑=

=N

1i

T*ii kk

N1T[ ] T*kkT =

CONCEPT OF THE DISTRIBUTED TARGETDISTRIBUTED TARGET

AVERAGING DATA

SECOND ORDERSTATISTICS

COHERENCY MATRICES

SMOOTHING AVERAGING

SPECKLE FILTERINGSPECKLE FILTERING

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 38

PURE TARGET

POLARIMETRIC DISTRIBUTEDTARGET « DIMENSION » = 5

COHERENCY MATRIX [T]

9 REAL DEPENDANTHUYNEN PARAMETERS

(A0,B0,B,C,D,E,F,G,H)

TARGET DECOMPOSITIONSTARGET DECOMPOSITIONS

9 - 5 = 4 TARGET EQUATIONS

( )( )

DHCGFA2DGCHEA2HGBBA2DCBBA2

0

0

2200

2200

+=−=+=−+=+

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 39

DISTRIBUTED TARGET

POLARIMETRIC DISTRIBUTEDTARGET « DIMENSION » = 9

9 REAL INDEPENDANTHUYNEN PARAMETERS

(<A0>,<B0>,<B>,<C>,<D>,<E>,<F>,<G>,<H>)

9 TARGET INEQUATIONS

( ) ( )( ) ( )

( )( )

22

22

0 0

2 2

0

0 0

2 2

0

0 0

0 0

0

2 2 2 2

A B B C D H B B C E D FA B B G H G B B C F D E

A E C H D G C B B H E F GA F C G D H D B B F H G EB B E F

+ ≥ + + ≥ +− ≥ + + ≥ −≥ − − ≥ +≥ + − ≥ −

≥ + +

COHERENCY MATRIX <[T]>

TARGET DECOMPOSITIONSTARGET DECOMPOSITIONS

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 40

[ ]

[ ]1

1

T

S⇓

DISTRIBUTEDTARGET

orAVERAGED

TARGET

[ ] [ ]∑=

=

=Ni

1iiT

N1T

DECOMPOSITIONTHEOREM

[ ]

[ ]2

2

T

S⇓

[ ]

[ ]3

3

T

S⇓

[ ]

[ ]N

N

T

S⇓

[ ]0T MEAN TARGET

TARGET DECOMPOSITIONSTARGET DECOMPOSITIONS

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 41

POL-SAR PROCESSINGPHENOMENOLOGIC

QUALITATIVE ANALYSIS

POLARIMETRICSPECKLE

FILTERING

POLARIMETRICTARGET

DECOMPOSITION

POLARIMETRICCLASSIFICATIONMONO/DUAL CHANNELS

YY

XYYX

XX

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 42

[ S ]COHERENT

DECOMPOSITION

E. KROGAGER(1990)

W.L. CAMERON(1990)

[ K ]

[ T ] [ C ]

TARGETDICHOTOMY

EIGENVECTORS BASEDDECOMPOSITION

MODEL BASEDDECOMPOSITION

EIGENVECTORS / EIGENVALUES ANALYSIS&

MODEL BASED DECOMPOSITION

EIGENVECTORS / EIGENVALUES ANALYSISENTROPY / ANISOTROPY / ALPHA

S.R. CLOUDE - E. POTTIER(1996-1997)

W.A. HOLM(1988)

S.R. CLOUDE(1985)

J.J. VAN ZYL(1992)

AZIMUTHAL SYMMETRY

J.R. HUYNEN(1970)

R.M. BARNES(1988)

A.J. FREEMAN – S.L. DURDEN (1992)Y. YAMAGUSHI (2005)

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 43

THE H / A / THE H / A / αα POLARIMETRICPOLARIMETRICTARGET DECOMPOSITION THEOREMTARGET DECOMPOSITION THEOREM

S.R. CLOUDE S.R. CLOUDE -- E. POTTIER (1995 E. POTTIER (1995 -- 1996)1996)

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 44

[ ] [ ][ ][ ]T U U u u u u u u

T

= =⎡

⎢⎢⎢

⎥⎥⎥

⎢⎢⎢

⎥⎥⎥

⎢⎢⎢

⎥⎥⎥

−3 3

11 2 3

1

2

3

1 2 3

0 00 00 0

Σλ

λλ

*

ORTHOGONALEIGENVECTORS

REAL EIGENVALUESλ1 > λ2 > λ3

Pii

kk

=

=∑

λ

λ1

3

[ ]k S S S S SXX YY XX YY XYT= + −1

22

[ ] [ ]TN

k kN

Ti iT

i

N

ii

N

= ⋅ == =∑ ∑1 1

1 1

*

TARGET VECTOR

LOCAL ESTIMATE OFTHE COHERENCY MATRIX

EIGENVECTORS / EIGENVALUES ANALYSIS

H / A /H / A / αα DECOMPOSITION DECOMPOSITION

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 45

3 ROLL INVARIANT PARAMETERS

332211 PPP αααα ++=

ENTROPY

H P Pi ii

= −=∑ log ( )3

1

3

ANISOTROPY

32

32Aλλλλ

+−

=

α PARAMETER

[ ]U3 =⎡

⎢⎢⎢

⎥⎥⎥

cos cos cossin sin sinsin( sin( sin(

( ) ( ) ( )( )cos( )e ( )cos( )e ( )cos( )e

)sin ( )e ) sin ( )e )sin( )e

1 2 3

1 1j 1

2 2j 2

3 3j 3

1 1j 1

2 2j 2

3 3j 3

α α αα β α β α βα β α β α β

δ δ δ

γ γ γ

PARAMETERISATION OF THE SU(3) UNITARY MATRIX

S.R. CLOUDE - E. POTTIER (1995 - 1996)

H / A /H / A / αα DECOMPOSITION DECOMPOSITION

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 46

[ ] [ ][ ][ ]T U U u u u u u u

T

= =⎡

⎢⎢⎢

⎥⎥⎥

⎢⎢⎢

⎥⎥⎥

⎢⎢⎢

⎥⎥⎥

−3 3

11 2 3

1

2

3

1 2 3

0 00 00 0

Σλ

λλ

*

ORTHOGONALEIGENVECTORS

[ ]U3 =⎡

⎢⎢⎢

⎥⎥⎥

cos cos cossin sin sinsin( sin( sin(

( ) ( ) ( )( )cos( )e ( )cos( )e ( )cos( )e

)sin ( )e ) sin ( )e )sin( )e

1 2 3

1 1j 1

2 2j 2

3 3j 3

1 1j 1

2 2j 2

3 3j 3

α α αα β α β α βα β α β α β

δ δ δ

γ γ γ

TARGET 1 TARGET 2 TARGET 3

REAL EIGENVALUESλ1 > λ2 > λ3

PARAMETERISATION OF THE SU(3) UNITARY MATRIX

H / A /H / A / αα DECOMPOSITION DECOMPOSITION

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EIGENVECTORS / EIGENVALUES ANALYSIS

( )[ ] ( )[ ] [ ] ( )[ ]T U T UR Rθ θ θ=−1

( )[ ] ( )[ ][ ] ( )[ ]T U Uθ θ θ=−

3 31

Σ

ORIENTED (θ ) COHERENCY MATRIX SU(3) UNITARY ROTATION MATRIX (θ )

[ ]UR( ) cos sinsin cos

θ θ θθ θ

=−

⎢⎢⎢

⎥⎥⎥

1 0 00 2 20 2 2

EIGENVALUES λ1 λ2 λ3 : ROLL INVARIANT

PROBABILITIES P1 P2 P3 : ROLL INVARIANT

ROLL INVARIANCE PROPERTY

H / A /H / A / αα DECOMPOSITION DECOMPOSITION

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 48

EIGENVECTORS UNITARY MATRIX

: ROLL INVARIANT

PHYSICAL INTERPRETATION

( )[ ] ( )[ ][ ]U U UR3 3θ θ=

[ ]U3 = ′ ′ ′

′ ′ ′

⎢⎢⎢

⎥⎥⎥

′ ′ ′

′ ′ ′

cos cos cossin sin sinsin( sin( sin(

( ) ( ) ( )( )cos( )e ( )cos( )e ( )cos( )e

)sin ( )e ) sin ( )e )sin( )e

1 2 3

1 1j 1

2 2j 2

3 3j 3

1 1j 1

2 2j 2

3 3j 3

α α αα β α β α βα β α β α β

δ δ δ

γ γ γ

α α α α= + +P P P1 1 2 2 3 3

PARAMETERIZATION OF THE UNITARY MATRIX

H / A /H / A / αα DECOMPOSITION DECOMPOSITION

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PHYSICAL INTERPRETATION

SINGLE BOUNCESCATTERING

(ROUGH SURFACE)

DOUBLE BOUNCESCATTERING

VOLUMESCATTERING

a ba a

a

⇒⇓ν

α

0

0

a ba a

a

− ⇒⇓

ε

α π

0

2

a b>> ⇒ ≈⇓

ε ν

α πa

4

α α α α= + +P P P1 1 2 2 3 3 : ROLL INVARIANT

H / A /H / A / αα DECOMPOSITION DECOMPOSITION

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0 45° 90°

α PARAMETER

|HH+VV| |HV| |HH-VV|T11=2A0 T33=B0-B T22=B0+B

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 51

ENTROPY(DEGREE OF RANDOMNESS

STATISTICAL DISORDER)

H P Pi ii

=−=∑ log ( )3

1

3

DISTRIBUTED TARGETλ1 = λ2 = λ3= SPAN / 3

H = 1

PURE TARGETλ1=SPAN λ2=0 λ3=0

H = 0

EIGENVALUES λ1 λ2 λ3 : ROLL INVARIANT

PROBABILITIES P1 P2 P3 : ROLL INVARIANT

H / A /H / A / αα DECOMPOSITION DECOMPOSITION

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ENTROPY (H)

0.5 1.00|HH+VV| |HV| |HH-VV|T11=2A0 T33=B0-B T22=B0+B

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 53

0 0.2 0.4 0.6 0.8 10

10

20

30

40

50

60

70

80

90

Entropy (H)

Alp

ha(α

)

9

3

LOWENTROPY

MEDIUMENTROPY

HIGHENTROPY

SURFACESCATTERING

VOLUMESCATTERING

MULTIPLESCATTERING

DIPOLE

DIHEDRAL SCATTERER FORESTRY DBLE BOUNCE

BRANCH / CROWNSTRUCTURE

CLOUD OF ANISOTROPICNEEDLES

NO FEASIBLEREGION

PERTURBATION OF 1st ORDERSCATTERING THEORIES DUE

TO 2nd ORDER EVENTS

DEGREE OF ARBITRARINESS(SCATTERING PROCESSES

RANDOM NOISE

1

47

2

65VEGETATION

8

SEGMENTATION OF THE H /α SPACE

BRAGG SURFACE SURFACE ROUGHNESSPROPAGATION EFFECTS

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 54

10n

0

1

2

H0.5 1.00

α0 45° 90°

Alp

ha( α

)

0 0.2 0.4 0.6 0.8 10

102030405060708090

Entropy (H)

POLSAR DATA POLSAR DATA DISTRIBUTIONDISTRIBUTION

IN THEIN THEH /H / αα PLANEPLANE

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 55

H - α classification

|HH+VV| |HV| |HH-VV|T11=2A0 T33=B0-B T22=B0+B

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 56

DIFFICULT MECHANISM DISCRIMINATION WHEN : H > 0.7

ANISOTROPY(EIGENVALUES SPECTRUM)

λ1 λ2 λ332

32Aλλλλ

+−

=

COMPLEMENTARY TO ENTROPY

DISCRIMINATION WHEN H > 0.7

ROLL INVARIANT

H / A /H / A / αα DECOMPOSITION DECOMPOSITION

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 57

0.2

0.3

0.4

0.5

0.60.7

0.1

H = 0.9

0.2

0.

1.0

0.4

0.6

0.8

0.2 0.4 0.6 0.8 1.0λλ

2

1

λ λλ λ

3 1

2 1

0.8

1.0

0.4 0.4 A = 0

1.0 1.0

0.3

A = 0.54

H / A /H / A / αα DECOMPOSITION DECOMPOSITION

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03/09/07 Lecture D1Lb5-2 Advanced SAR 2 - Polarimetry Eric POTTIER 58

ANISOTROPY (A)

0.5 1.00|HH+VV| |HV| |HH-VV|T11=2A0 T33=B0-B T22=B0+B

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H(1-A)

3 MECHANISMS

A(1-H)

2 MECHANISMS

(1-H)(1-A)

1 MECHANISM

HA

2 MECHANISMS

0.50.250

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332211 PPP αααα ++=

ENTROPY

)P(logPH3

1ii3i∑

=

−=

3 ROLL INVARIANT PARAMETERS

ANISOTROPY

32

32Aλλλλ

+−

=

α PARAMETER

( )( )

( )( )⎥⎥⎥⎥⎥⎥

⎢⎢⎢⎢⎢⎢

−−−−=

AHAH

AHAH

I

111

1

α PHYSICAL SCATTERING MECHANISM

TYPE OF SCATTERING PROCESS

SEGMENTATION / CLASSIFICATION

H / A /H / A / αα DECOMPOSITION DECOMPOSITION

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POL-SAR PROCESSINGPHENOMENOLOGIC

QUALITATIVE ANALYSIS

POLARIMETRICSPECKLE

FILTERING

POLARIMETRICTARGET

DECOMPOSITION

POLARIMETRICCLASSIFICATIONMONO/DUAL CHANNELS

YY

XYYX

XX

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Questions ?Questions ?