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IGARSS’11, Vancouver TanDEM-X: Pol-InSAR over Agricultural Areas *Irena Hajnsek, Kostas Papathanassiou, Florian Kugler Microwaves and Radar Institute, DLR Oberpfaffenhofen, Germany * Institute of Environmental Engineering, ETH Zurich, Switzerland
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Page 1: agri_tdx_igarss2011_hajnsek_comp_final.pdf

IGARSS’11, Vancouver

TanDEM-X: Pol-InSAR over Agricultural Areas

*Irena Hajnsek, Kostas Papathanassiou, Florian Kugler

Microwaves and Radar Institute, DLR Oberpfaffenhofen, Germany

* Institute of Environmental Engineering, ETH Zurich, Switzerland

Page 2: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 2

Agricultural Parameter Estimation: Current Research Status

Scat

Mechanisms

Developed

Methods Physical Products Observables

Research

Status

Bare surface

(surface

scattering,

dihedral scat.)

X-Bragg Soil Moisture Content

Soil Roughness

Soil Penetration Depth

PolSAR

@ longer l

medium

mature

Vegetated

surface

(surface,

dihedral,

volume scat.)

Decomposition

Theorems

Topography

Soil Moisture Content

Soil Roughness

PolSAR

Pol-InSAR

D-InSAR

@ longer l

low

mature

Vegetation

volume

(volume,

dihedral scat.)

RVoGM

OVoGM

PCT

Vegetation Height

Vegetation Extinction

Vegetation Structure

Vegetation Biomass

PolSAR

InSAR

Pol-InSAR

@ shorter l

low

mature

Page 3: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 3

Agricultural Parameter Estimation: Current Research Status

Scat

Mechanisms

Developed

Methods Physical Products Observables

Research

Status

Bare surface

(surface

scattering,

dihedral scat.)

X-Bragg Soil Moisture Content

Soil Roughness

Soil Penetration Depth

PolSAR

@ longer l

medium

mature

Vegetated

surface

(surface,

dihedral,

volume scat.)

Decomposition

Theorems

Topography

Soil Moisture Content

Soil Roughness

PolSAR

Pol-InSAR

D-InSAR

@ longer l

low

mature

Vegetation

volume

(volume,

dihedral scat.)

RVoGM

OVoGM

PCT

Vegetation Height

Vegetation Extinction

Vegetation Structure

Vegetation Biomass

PolSAR

InSAR

Pol-InSAR

@ shorter l

low

mature

Page 4: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 4

Agricultural Parameter Estimation: Current Research Status

Scat

Mechanisms

Developed

Methods Physical Products Observables

Research

Status

Bare surface

(surface

scattering,

dihedral scat.)

X-Bragg Soil Moisture Content

Soil Roughness

Soil Penetration Depth

PolSAR

@ longer l

medium

mature

Vegetated

surface

(surface,

dihedral,

volume scat.)

Decomposition

Theorems

Topography

Soil Moisture Content

Soil Roughness

PolSAR

Pol-InSAR

D-InSAR

@ longer l

low

mature

Vegetation

volume

(volume,

dihedral scat.)

RVoGM

OVoGM

PCT

Vegetation Height

Vegetation Extinction

Vegetation Structure

Vegetation Biomass

PolSAR

InSAR

Pol-InSAR

@ shorter l

low

mature

Page 5: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 5

Agricultural Parameter Estimation: Current Research Status

Scat

Mechanisms

Developed

Methods Physical Products Observables

Research

Status

Bare surface

(surface

scattering,

dihedral scat.)

X-Bragg Soil Moisture Content

Soil Roughness

Soil Penetration Depth

PolSAR

@ longer l

medium

mature

Vegetated

surface

(surface,

dihedral,

volume scat.)

Decomposition

Theorems

Topography

Soil Moisture Content

Soil Roughness

PolSAR

Pol-InSAR

D-InSAR

@ longer l

low

mature

Vegetation

volume

(volume,

dihedral scat.)

RVoGM

OVoGM

PCT

Vegetation Height

Vegetation Extinction

Vegetation Structure

Vegetation Biomass

PolSAR

InSAR

Pol-InSAR

@ shorter l

low

mature

Page 6: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 6

Kz Range for Agricultural Applications

Adapted to TanDEM-X system configuration

Incidence angle fixed for 30 degree

For a crop height of 1-2.5m a kz between

2-3 provides the best sensitivity

Page 7: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 7

Kz Range Translated into Baseline (TanDEM-X Configuration)

For a kz of 2-3 baselines from 2-3km would be ideal corresponding to a

height of ambiguity of ~ 2-3m.

Page 8: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 8

1 km

rape winter wheat

maize

Agricultural Test Site Wallerfing (North of Munich)

Acqu. Dates Comments / Ground Campaign HOA/baseline/kz

12.04 acquired, no on-site measurements 38m/133m/0.047

23.04 acquired, no on-site measurements --

04.05 acquired, on-site measurements 33m/153m/0.041

15.05 acquired, on-site measurements 32m/160m/0.039

26.05 acquired, on-site measurements 30m/167m/0.038

06.06 corrupted --

17.06 acquired, no on-site measurements --

28.06 acquired, on-site measurements --

09.07 planed --

20.07 planed --

31.07 planed --

11.08 planed --

22.08 planed --

Page 9: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 9

Site Overview – Phenology 04. May 2011 (blue marks: soil moisture; yellow marks: vegetation & partly soil moisture)

height = 0 cm height = 26 cm height = 131 cm

maize winter wheat rape seed

Page 10: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 10

Site overview – Phenology 15./26. May 2011

height = 5 cm

height = 25 cm height = 51 cm

height = 126 cm height = 36 cm

height = 133

cm

maize winter wheat rape seed

Page 11: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 11

Temperature and Precipitation

0

5

10

15

20

25

01/04/

11

08/04/

11

15/04/

11

22/04/

11

29/04/

11

06/05/

11

13/05/

11

20/05/

11

27/05/

11

date

tem

pe

ratu

re [°C

]

0

5

10

15

20

25

30

pre

cip

ita

tio

n [m

m]

RAINSUM

TA200AVG

TS005AVG

Meteo Data: Daily Precipitation 01.04.-31.05.2011

Data take

© StMELF Agrarmeteo

Page 12: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 12

TanDEM-X: Dual-Pol InSAR: First Bistatic Data Takes

Test Site: Wallerfing, Germany

Date: 12/04

Year: 2011

Pol: HH & VV

Stripmap Mode

Page 13: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 13

TanDEM-X: Dual-Pol InSAR: First Bistatic Data Takes

Test Site: Wallerfing, Germany

Date: 04/05

Year: 2011

Pol: HH & VV

Stripmap Mode

Page 14: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 14

TanDEM-X: Dual-Pol InSAR: First Bistatic Data Takes

Test Site: Wallerfing, Germany

Date: 15/05

Year: 2011

Pol: HH & VV

Stripmap Mode

Page 15: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 15

TanDEM-X: Dual-Pol InSAR: First Bistatic Data Takes

Test Site: Wallerfing, Germany

Date: 26/05

Year: 2011

Pol: HH & VV

Stripmap Mode

Page 16: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 16

12.04.2011

26.05.2011 15.05.2011

04.05.2011

2-Dim Polarimetric

Scattering Entropy

Page 17: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 17

12.04.2011

26.05.2011 15.05.2011

04.05.2011

2-Dim Polarimetric

Scattering Angle

α=0°

α=90°

α=45°

Page 18: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 18

SNR correction

Interferometric coherence VV-Pol

Test Site: Wallerfing, Germany

04/05/2011

Page 19: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 19

SNR correction Coherence VV 4th May 2011

VV

VV

HH

HH

Terra SAR-X

TanDEM-X

NESZ Polynomials (from xml files)

Test Site: Wallerfing, Germany

04/05/2011

Page 20: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 20

Pol-InSAR SNR Correction

Interferometric coherence VV-Pol

before SNR correction

Interferometric coherence VV-Pol

after SNR correction

Test Site: Wallerfing, Germany 04.05.2011

Page 21: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 21

Pol-InSAR SNR Correction

Interferometric coherence HH-Pol

before SNR correction

Interferometric coherence HH-Pol

after SNR correction

Test Site: Wallerfing, Germany 04.05.2011

Page 22: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 22

VV Coherence

12.04.2011

26.05.2011 15.05.2011

04.05.2011

Page 23: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 23

HH Coherence

12.04.2011

26.05.2011 15.05.2011

04.05.2011

Page 24: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 24

Max Coherence

12.04.2011

26.05.2011 15.05.2011

04.05.2011

Page 25: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 25

Min Coherence

12.04.2011

26.05.2011 15.05.2011

04.05.2011

Page 26: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 26

Pol-InSAR SNR Masking

Interferometric coherence Max Interferometric coherence Min

Test Site: Wallerfing, Germany 04.05.2011

Page 27: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 27

Pol-InSAR SNR Masking

Interferometric coherence Max Interferometric coherence Min

Test Site: Wallerfing, Germany 04.05.2011

Page 28: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 28

Pol-InSAR SNR Masking

12.04.2011 26.05.2011 15.05.2011 04.05.2011

Page 29: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 29

InSAR Coherence VV-pol: Zoom for Field Selection

04/05

12/04

15/05

26/05

Page 30: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 30

Statistics of the InSAR Coherence (3 Fields)

Interferometric coherence measured as a mean over the entire field

Red: rape,

Green: corn,

Blue: wheat

Red: rape,

Green: corn,

Blue: wheat

Page 31: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 31

Dual Pol-InSAR: Maximum Phase Difference Estimation

Interferometric Coherence: at polarisation

i22ii11i

iiii

w]T[ww]T[w

w]Ω[w)w,w(γ~

)w,w(γ~ ii

iw

Cb,awbwaw)w,w(γ~ VVHHiii

)w,w(γ~ maxmax

)w,w(γ~ minmin

Coherence Region:

Max. Phase diff. between polarisations

Page 32: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 32

Dual Pol-InSAR: Max Height Difference

12.04.2011

26.05.2011

15.05.2011

04.05.2011

Page 33: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 33

Statistics of the Max Phase Difference & Height Difference

Red: rape

Green: corn

Blue: wheat

Red: rape

Green: corn

Blue: wheat

Main problem:

Too low kz

Very short vegetation

Solution:

Special 3-4 months TanDEM-X phase for growing crops

(hopefully in the third year)

Page 34: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 34

First Pol-InSAR

Data Takes

Dual-Pol HH-VV Spotlight

Test Site Location: Russia

InSAR Mode: Monostatic

Temporal Baseline: 3sec

Spatial Baseline (┴): 275m

Page 35: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 35

Pol-InSAR

HH-HH VV-VV

HH VV

Interferometric

Coherence

Amplitude Images

Page 36: agri_tdx_igarss2011_hajnsek_comp_final.pdf

Slide 36

Pol-InSAR

0 1 2 [m] 3

Max height difference

Kz: 0.24

HOA: 26

Baseline: 252m

AOI: 39°