Extraction of the surface velocity of rivers with SAR-ATI

35
Remote Sensing Technology Institute Extraction of the surface velocity of rivers with SAR-ATI H. Runge 1 , S. Suchandt 1 , R. Horn 2 , T. Eiglsperger 3 German Aerospace Center (DLR) 1 Remote Sensing Technology Institute 2 Microwaves & Radar Institute 3 University Erlangen-Nuremberg 7th CNES/DLR Workshop on Information Extraction and Scene Understanding for Meter Resolution Images

description

7th CNES/DLR Workshop on Information Extraction and Scene Understanding for Meter Resolution Images. Extraction of the surface velocity of rivers with SAR-ATI. H. Runge 1 , S. Suchandt 1 , R. Horn 2 , T. Eiglsperger 3 German Aerospace Center (DLR) 1 Remote Sensing Technology Institute - PowerPoint PPT Presentation

Transcript of Extraction of the surface velocity of rivers with SAR-ATI

Page 1: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Extraction of the surface velocity of rivers with

SAR-ATI

H. Runge1, S. Suchandt1, R. Horn2, T. Eiglsperger3

German Aerospace Center (DLR)

1Remote Sensing Technology Institute

2Microwaves & Radar Institute

3University Erlangen-Nuremberg

7th CNES/DLR Workshop on Information

Extraction and Scene Understanding for

Meter Resolution Images

Page 2: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Why do we need measurement of river surface currents with remote sensing?

The surface velocity is one important parameter to measure the river run-off

River discharge is the only parameter in the water cycle that can be measured integrated over a large area.

River discharge is a sensitive parameter for climate changes.

With the rapid growth of world population the fresh water resources are of vital interest.

Gauging stations can not be maintained in all parts of the world.

From some countries run-off data are not made available.

In case of flooding better run-off predictions are necessary.

Page 3: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

d

A1

vs, az, Flight Track

Ground Track

x, vx

y, vy

Rground

R0 zh

A2

Moving Target

s

yATI v

vd

sin2

Interferometric phase:

SAR Along-Track Interferometry

Page 4: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

The „Train Off the Track Effect“

][sin

0 mv

vRaz

s

y

A moving target with across-track motion appears displaced in azimuth direction in the SAR image.

The signal from the water surface will appear displaced & superimposed on clutter at the river bank in the focused SAR image.

az

vy

rg

az

Page 5: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Over smooth water the microwaves are reflected away from the sensor

Higher return over rough surface

Considerable Surface Roughness is Required

Page 6: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

ESAR Aircraft ESAR Aircraft

Page 7: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

ESAR ATI System Parameter

E-SAR ATI system

frequency band: X (9.6 GHz)

range bandwidth:

100 MHz

pulse repetition frequency:

1000 Hz / channel

antenna separation:

0.87119 m

sensor velocity: 88 m/s

incidence angle: 20 – 60 deg

SLC resolution: 1.50 x 0.09 m

Page 8: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Gauge „Puppling“

Drainage Basin of the River Isar

site „Lenggries“

site „Kochel“

DLR test sites where in-situ measurements have been performed by the Bavarian Hydrological Office

Munich

DLR

Page 9: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Puppling Test Site I

Page 10: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

ESAR Data of Puppling Test Site

Amplitude Coherence ATI Phase

az

slant range

Page 11: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

SAR Amplitude Image of the Puppling Site

Page 12: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

ATI Phase Analysis

Pixel with non-zero phase are back projected to their “original” position.

Only pixel which are then positioned over the river will be considered.

Page 13: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Result from ATI Analysis

Result for ATI current velocity:

Pixel analyzed: 61

Min/Max: 2.27 / 0.56 m/s

Mean: 1.22 m/s

Result from in-situ measurement:

Mean: 1,70 m/s

Page 14: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Result from ATI Analysis

Result for the current velocity from ATI method:

Pixel analyzed: 61

Min/Max: 2.27 / 0.56 m/s

Mean: 1.22 m/s

Result from in-situ measurement:

Mean: 1,70 m/s

Due to the superposition with stationary clutter the ATI measurements are biased to lower velocities. The error is 28%.

Page 15: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Simulation of Azimuth Displacement for E-SAR Case

2.5

2.0

1.51.0

0.5

river surface velocity [m/s]

river flow direction

70 m

azimuth displacement

rg

az

The azimuth displacement method is not affected by clutter!

Page 16: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Original SAR image

The two SAR channels are used for clutter cancellation

Remaining amplitude after complex subtraction of the two channels (DPCA)

Page 17: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

SAR Amplitude Image of the Puppling Site

Page 18: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Scene after Clutter Cancellation

Page 19: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Result for the current velocity from the displacement method plus DPCA clutter suppression:

Mean displacement: 86m

Corresponding velocity : 1.90 m/s

Result from in-situ measurement:

Mean: 1,70 m/s

The difference to the reference measurement has been reduced to 12%!

Page 20: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Wolfratshausen 2006 Data Takes

1

3

2

4

06trafic0210x1_t01

06trafic0211x1_t01

06trafic0209x1_t01 06trafic0208x1_t01

Page 21: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Isar 12/05/06 - Ground Truth Measurements

1-4:Sections where ground truth data where acquired with floaters.

Main river stream with greatest surface roughness

Section

Ref. Measurement

[m/s]

1 2.43

2 2.37

3 1.90

4 2.04

N

Page 22: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Page 23: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Amplitude image of DT0210x1

Results from 24.11.06: corrected DPCA modeling

Illumination

flightdirectio

n

Page 24: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Clutter reduction by DPCA filtering

Results from 24.11.06: corrected DPCA modeling

Illumination

flightdirectio

n

Page 25: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Displaced river surface (red line) versus actual flow (blue

line)

Results from 21.03.07

Illumination

flightdirectio

n

Page 26: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Surface velocity from displacement

Section

Ref. Measurement

[m/s]

1 2.43

2 2.37

3 1.90

4 2.04

Results from 21.03.07

Illumination

flightdirectio

n

Page 27: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Results from 21.03.07

Section

Ref. Measurement

[m/s]

1 2.43

2 2.37

3 1.90

4 2.04

Illumination

flightdirectio

n

Surface velocity from displacement

Page 28: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Illumination

Results from 21.03.07

Illumination

flightdirectio

n

Surface velocity from displacement

Page 29: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Results from 18.10.06

Illumination

flightdirectio

n

Amplitude image of DT0211x1

Page 30: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Results from 18.10.06

Illumination

flightdirectio

n

Clutter reduction by DPCA filtering

Page 31: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Illumination

flightdirectio

n

Displaced river surface (red line) versus actual flow (blue line)

Page 32: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Section

Ref. Measurement

[m/s]

1 2.43

2 2.37

3 1.90

4 2.04

Illumination

flightdirectio

n

Surface velocity from displacement

Page 33: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Results from 21.03.07, daz reference = area with greatest roughness; slightly corrected DPCA modeling

Section

Ref. Measurement

[m/s]

1 2.43

2 2.37

3 1.90

4 2.04

Illumination

flightdirectio

n

Surface velocity from displacement

Page 34: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Results from 21.03.07, daz reference = area with greatest roughness; slightly corrected DPCA modeling

Illumination

flightdirectio

n

Surface velocity from displacement

Page 35: Extraction of the surface velocity of rivers with SAR-ATI

Rem

ote

Sen

sin

g T

ech

nolo

gy I

nsti

tute

Conclusions

Due to strong clutter on the river bank the ATI measurements are biased to lower velocities

Clutter cancellation led to a SAR velocity measurement which differ in the order of only 10 to 15% from the in-situ measurements

A 3-channel SAR will allow to do both DPCA and ATI.

With such a system no auxillary information concerning the actual flow direction is required.