insar data coherence estimation using 2d fast fourier transform

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Kobernichenko V.G. (1), kand. tech. sci. (PhD), professor; Sosnovsky A.V. (1), sen. engineer; Vinogradova N.S. (1), sen. lecturer; Tsogtbaatar O. (1,2), jun. scientist (1)IRIT-RTF UrFU, Ekaterinburg (2) Ulan-Baator tech. univ., Mongolia InSAR data coherence estimation using 2D fast Fourier transform

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Page 1: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

Kobernichenko V.G. (1), kand. tech. sci. (PhD), professor; Sosnovsky A.V. (1), sen. engineer; Vinogradova N.S. (1), sen. lecturer;

Tsogtbaatar O. (1,2), jun. scientist

(1)IRIT-RTF UrFU, Ekaterinburg(2) Ulan-Baator tech. univ., Mongolia

InSAR data coherence estimation using 2D fast Fourier transform

Page 2: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

InSAR signals coherence(ALOS PALSAR data)

low

high

mediate

coherence map interferogram

Page 3: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

Coherence map application

damaged areas rejection for subsequent InSAR processing steps facilitation;

as a parameter for adaptive phase noise suppression methods (i.e. Goldstein-Baran spectral filter);

territories classification.

Page 4: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

Coherence estimates

1 2

0 2 2

1 2

( , ) ( , )ˆ

( , ) ( , )

z i j z i j

z i j z i jγ

×=

×

∑∑ ∑

&- standard estimate

1 2

3 2 2

1 2

( , ) ( , )ˆ

( , ) ( , )

w i j w i j

w i j w i jγ

×=

×

∑∑ ∑

&

& &1,2 1,2 1,2( , ) ( , ) ( 1, 1)w i j z i j z i j= × − −& &,

( , )1 2

2 2 2

1 2

( , ) ( , )ˆ

( , ) ( , )

jФ i jz i j z i j e

z i j z i jγ

−× ×=

×

∑∑ ∑

)

& - estimated topographic phase (from an external data source)

( , )Ф i j)

,

Page 5: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

Coherence estimate degradation caused by phase slope

0 20 40 60 80 100

-2

0

2

0 20 40 60 80 100

-2

0

2

0 20 40 60 80 100

-2

0

2

0ˆ 0.99γ =

0ˆ 0.80γ =

0ˆ 0.21γ =

0γ̂

Page 6: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

Coherence estimate degradation caused by phase slope

0 50 100 150 200 250 300 3500

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

0 50 100 150 200 250 300 3500

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

With the fixed window size(N=10) With the fixed correlation coefficient (r=0.7)

0γ̂

angle

N=3,10,25

angle

Page 7: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

estimate

( , )1 2

4 2 2

1 2

( , ) ( , )ˆ

( , ) ( , )

jФ i jc c

c c

z i j z i j e

z i j z i jγ

−× ×=

×

∑∑ ∑

)

&

{ }( )0

0

21 2( , ) argmax ( , ) ( , )

i i Nj j M

Ф i j F z i j z i j≤ ±≤ ±

= ×)

&

- topographic phase slope estimate in MxN sample window( , )Ф i j)

4γ̂

- normalized SAR images amplitudesiici zzz &&& /=

Page 8: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

Phase slope correction in spectral domain

( , ) x yi j

jjФ i j M Ne e

ω ω − × + × − × =)

Page 9: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

0

N/2=1, 2, 5, 10, 25

2FFT spectrum peak-to mean ratios

with different window sizeswith different signal correlation coefficients

0,2

0,5

0,8

1,0

N/2 ρ&

2FFT peak-to-mean ratio (N+1)x(N+1) window sizes

Page 10: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

and comparison X-band SAR data scenes

2γ̂ 4γ̂

SAR image №1 SAR image №2

Page 11: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

0 2ˆ ˆ( )γ γ 4γ̂

Coherence maps:Estimate degradation:

«specks»

and comparison 2γ̂ 4γ̂

Page 12: InSAR Data Coherence Estimation Using 2D Fast Fourier Transform

and comparison 2γ̂ 4γ̂

γ

σψ

γγ4

2

radi

ans

Phase accuracy dependence on the coherence value for both estimates