Doppler rate

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COMPARISON OF GEOMETRY-BASED DOPPLER

AMBIGUITY RESOLVER IN SQUINT SAR

&

AN INDIRECT DOPPLER RATE ESTIMATION

SCHEME OF SAR IN LOW-CONTRAST SCENE

Wenchao Li

University of Electronic Science and Technology of China

Introduction

Synthetic Aperture Radar (SAR)

An important remote sensing tool.

• Monostatic SAR

• Bistatic SAR

• Stripmap SAR

• Scan SAR

• Spotlight SAR

• Side-looking SAR

• Squint-looking SAR

……

Introduction

Squint SAR

z v

R

B y

O

Geometry model

P

Squint angle x

Introduction

Squint SAR

Range History :

R t

R t

0

 v sin

( t t

0

)

 v

2 cos

2

R t

0

( )

0

2

 The linear term is range walk

 The quadratic term is range curvature

Introduction

Signal model

After range walk correction, the azimuth data can be modeled as a linear frequency modulated (LFM) signal,

( )

  dc

1 j f t f t

2 dr

2

)]

• f dc

• f dr

Introduction

In principle, it is possible to compute Doppler parameter from prior information provided by GPS/INS, but measurement uncertainties on the information will limit the accuracy. f dc

2 v

 sin

 f dr

  v

2

2 cos

2

R

Introduction

An incorrect Doppler centroid

• a loss of SNR;

• an increase in the azimuth ambiguity level;

• a shift in the location of the target;

…...

An incorrect Doppler rate would blur the image.

Incorrect Doppler rate

Correct Doppler rate

Introduction

Therefore, Doppler parameter Estimation from echo data is an essential procedure for high quality SAR processing

Doppler centroid estimation

(Resolve Doppler centroid ambiguity)

Doppler centroid estimation

As azimuth data are sampled by pulse repetition frequency (PRF), there is always Doppler centroid ambiguity, and the bigger the squint angle is, the more serious the doppler ambiguity will be.

Doppler centroid is usually expressed in two parts: the baseband Doppler centroid and Doppler ambiguity number . f dc

M amb

PRF

 f

Doppler centroid estimation

• Multiple PRF

• Wavelength diversity algorithm (WDA)

• Multilook algorithms (MLCC,MLBF)

• Geometry-based algorithms

Geometry-based algorithms

The relationship between Doppler centroid and range walk slope, f dc

 

2 ( )

 dt

0

 

2

K

Then Doppler centroid can be computed via estimating the range walk slope.

Since this method is based on the geometric characteristics of the range compressed data, it is named as a geometry-based Doppler ambiguity resolver.

Geometry-based algorithms

Conventional Radon transform scheme

Range compressed data

Radon transform

Calculate the range walk slope

Output the Doppler centroid

Radon transform:

• A well-known tool for detecting slope.

• It integrates intensity along every possible direction in the image and maps this information into a feature space.

• It involves two-dimensional search.

Geometry-based algorithms

Range compressed data

Initialize the range walk slope

Range walk correction

Integrate energy over azimuth

Compute waveform entropy

Has minimum entropy been obtained ?

Yes

Output the corresponding range walk slope

Output Doppler centroid

No

Iterative scheme

The slope is seen as a searching variable, and entropy is used to measure the robustness of signal.

Update the range walk slope

It utilizes the prior information of platform, and replaces the Radon transform with a simple integration of image intensity over azimuth.

Geometry-based algorithms

Improved Radon transform scheme

Range compressed data

Edge detection

Set transform region and step size, and do the coarse Radon transform

Update the transform region and step size, and do the fine Radon transform

Calculate the range walk slope

Output the Doppler centroid

This scheme utilizes prior information of platform, convert the data into binary data, and conduct two-step Radon transform, which would make it is sparse and reduce the need to search the whole feature space .

Comparisons

C OMPARISONS FOR DIFFERENT DOPPLER AMBIGUITY NUMBER

Geometry-based

Doppler resolver

Conventional Radon transform

Iterative scheme

Improved Radon transform scheme

True value

6

6

6

Estimated value

6

6

6

Computation time

14.57

1.48

0.62

s s s

It is obviously that they can give the accurate Doppler ambiguity number. While the speed of the iterative scheme and the improved Radon transform scheme is much faster than conventional Radon transform.

Doppler rate estimation

(Autofocus)

Doppler rate estimation

Parametric Method

• Metric-based Autofocus

(Entropy/Contrast)

• Map Drift (MD)

Nonparametric Method

• Prominent Point Processing (PPP)

• Phase Gradient Autofocus (PGA)

• Time-Frequency Analysis

Doppler rate estimation

Low contrast scene

• Low SNR

• Without prominent point

What can we do ?

Estimation Scheme

According to the fact that Doppler rate is inversely proportional to range, f dr 1

  v

2

2 cos

2

R

1 f dr 2

 

2 v

2 cos

2

R

2 f dr 2

R f dr 1

R

2

1

It indicates that the Doppler rate in lowcontrast scene can be estimated indirectly.

Estimation Flowchart

Range compressed data

Range walk correction

Choose the range bin that contains bright line

Wigner-Ville distribution

Radon transform

Output the Doppler rate of the range bin

Doppler rate in highcontrast scene is estimated first using Radon-Wigner transform, and then using the fact that Doppler rate is inversely proportional to range, Doppler rate in lowcontrast scene is estimated indirectly.

Fit the Doppler rate of the range bin in low-contrast scene

Results

Time frequency analysis

Time frequency analysis

High Contrast Scene

With Prominent Point

Radon transform

Radon transform

Low Contrast Scene

Without Prominent

Point

Conclusions

 The geometry-based scheme can be used to resolve

Doppler ambiguity of SAR with large migration.

The speed of improved Radon transform scheme and the iterative scheme is about ten times faster than conventional Radon transform scheme.

An indirect estimation scheme of Doppler rate for low contrast scene is developed.

The indirect scheme is effective, and it can reduce computation time greatly.

Thank you for your listening!

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