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The Compounding Effects of Sub-Surface Features in Soil Moisture Retrievals with Radar Keith Morrison, Simon Thomas, University of Reading Wolfgang Werner, TUW Image @ Copyright MacDonald, Dettwiler and Associates Ltd

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Page 1: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

The Compounding Effects of Sub-Surface Features in Soil Moisture Retrievals with

Radar

Keith Morrison, Simon Thomas, University of Reading

Wolfgang Werner, TUW

Image @

Copyright MacDonald, Dettw

ilerand Associates Ltd

Page 2: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

“Desert Problem” as seen by ENVISAT ASAR

Page 3: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Radar Laboratory

Page 4: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Imaging Geometries

Reference Targets

Page 5: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Laboratory ExperimentsStone Slabs

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Laboratory Experiments1, 3, 6cm Sand over SlabsC-band (4-8GHz)

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Experimental Set-Up

Gravel

Reference Target

Reference Target

Page 8: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

6cm Sand over SlabsAdded 2mm of water

Page 9: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

6cm Sand over Slabs

Page 10: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

6cm Sand over SlabsScaled (amplitude)

Page 11: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

6cm Sand over SlabsScaled (amplitude)

Page 12: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

6cm Sand over Slabs

Page 13: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Backscatter Change

VV

Page 14: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Gravel Layer

15cm

35cm

5mm of water added over 1.5m2

Drying over 22 days

Page 15: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Experimental Set-Up

Reference Targets

GravelReference Target

Reference Target

Page 16: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

VV Soil Movie: 0°

SURFACE

Image 3m x 3m

Page 17: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

VV Soil Movie: 20°

SURFACE

Image 3m x 3m

Page 18: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Backscatter: Incoherent

Gravel

Reference

Soil Surface

Δmv=3.3%Decreasing Moisture

Page 19: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Final Backscatter Curve

Δmv=3.3%Decreasing Moisture

Page 20: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Gravel: Backscatter

Gravel

Reference

Soil Surface

Page 21: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Simulation

Page 22: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Simulation25

dB

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Wet Soil Surface

Unwrapped Phase

Surface Reference Trihedral

Gravel

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Depth from PhaseGravel

Page 25: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Consequences for Interferometry

Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural areas.

According to the laboratory and modelling results, the phase of these areas could depend upon moisture state.

During drying:• Surface soil static• Buried targets would appear to rise.• Combined response could result in an ‘uplift’ signal

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InSAR Coherence

Page 27: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

DInSAR

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InSAR

B=100m

B=10m

Page 29: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Summary

Laboratory Measurements

• moisture-amplitude-phase relationships • imaging geometry• polarisation

Understand phase change as:• return from within soil• surface return little changed

Moisture Anomaly• off-nadir geometry• sub-surface gravel layer

Future• volume-distributed

Page 30: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Summary

Laboratory Measurements

• moisture-amplitude-phase relationship • imaging geometry• polarisation

Understand phase change as:• return from within soil• surface return little changed

Future• existing bedrock layer vs sand depths / moisture regimes• random sub-surface layer (small pebbles)• volume-distributed (sand-gravel mixture)• complementary optical / IR ?

Page 31: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Soil-Radar Model

This term relates to the phase of the signal

}

The signal, S, of a wave passing through a soil to aburied target , P, is described by:

Hallikainen et al. 1985

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Soil-Radar Model

Model predicts phase change is linear for a change in moisture…

Page 33: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Moisture – Phase Behaviour

0°=blue cross10°=red square20°=blue dot30°=red dot40°=green dot50°=black dot

Morrison,K., Bennett,J.C. and Nolan,M. Using DInSAR to Separate Surface and Subsurface Features.IEEE Transactions on Geoscience and Remote Sensing, 51, 6, pp.3424-3430. 2013.

Morrison,K. Mapping Subsurface Archaeology with SAR. Archaeological Prospection, 20, 2, pp.149–160. 2013

…and is also -independent of incidence angle

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Opportunities: VB-SAR

real frequency of the radar

Page 35: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

First Demonstration

Drying sandy loamC-Band, imaging geometry i=20°Δmv=0.098 to 0.027

Page 36: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

TP (SAR) Image

Real Bandwidth 0.15GHz

Page 37: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

VB-SAR Image

Virtual bandwidth 3.38GHz

Page 38: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Imaging Geometries

Reference Targets

Page 39: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Laboratory Set-Up

Page 40: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Backscatter Change

VV

Page 41: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

6cm Sand: Buried Trihedral

VV

HH

VH

Page 42: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

6cm Sand over SlabsAuto-Scaled (amplitude)

VH

Page 43: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

6cm Sand over Slabs(VV, amplitude)

Page 44: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

6cm Sand

Page 45: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Gravel: Phase Signal

Gravel

Reference

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Scenarios

Page 47: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Gravel: Backscatter vs PhaseGravelSUMMATION

20°, VV.

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Gravel: Backscatter vs PhaseGravel

20°, VV.

Page 49: The Compounding Effects of Sub-Surface Features in Soil ... · Advanced DInSAR methods (SqueeSAR, ISBAS) are used to determine time series over low coherence areas such as agricultural

Imaging Geometries

Reference Targets