Title: COMPARISON%20OF%20GEOMETRY-BASED%20DOPPLER%20AMBIGUITY%20RESOLVER%20IN%20SQUINT%20SAR%20
1COMPARISON 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
2Introduction
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
-
3Introduction
Squint SAR
Squint angle
Geometry model
4Introduction
Squint SAR
Range History
- The linear term is range walk
- The quadratic term is range curvature
5Introduction
Signal model
After range walk correction, the azimuth data can
be modeled as a linear frequency modulated (LFM)
signal,
- Doppler centroid ( )
- Doppler rate ( )
6Introduction
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.
7Introduction
- 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.
Correct Doppler rate
Incorrect Doppler rate
8Introduction
Therefore, Doppler parameter Estimation from echo
data is an essential procedure for high quality
SAR processing
9Doppler centroid estimation (Resolve Doppler
centroid ambiguity)
10Doppler 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 .
11Doppler centroid estimation
- Multiple PRF
- Wavelength diversity algorithm (WDA)
- Multilook algorithms (MLCC,MLBF)
- Geometry-based algorithms
12Geometry-based algorithms
The relationship between Doppler centroid and
range walk slope,
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.
13Geometry-based algorithms
Conventional Radon transform scheme
- 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.
14Geometry-based algorithms
Iterative scheme
The slope is seen as a searching variable, and
entropy is used to measure the robustness of
signal. It utilizes the prior information of
platform, and replaces the Radon transform with a
simple integration of image intensity over
azimuth.
15Geometry-based algorithms
Improved Radon transform scheme
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 .
16Comparisons
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.
17Doppler rate estimation (Autofocus)
18Doppler rate estimation
- Parametric Method
- Metric-based Autofocus (Entropy/Contrast)
- Map Drift (MD)
- Shift and correlate (SAC)
High contrast scene.
- Nonparametric Method
- Prominent Point Processing (PPP)
- Phase Gradient Autofocus (PGA)
- Time-Frequency Analysis
19Doppler rate estimation
- Low contrast scene
- Low SNR
- Without prominent point
- What can we do ?
20Estimation Scheme
According to the fact that Doppler rate is
inversely proportional to range,
It indicates that the Doppler rate in low-
contrast scene can be estimated indirectly.
21Estimation Flowchart
Doppler rate in high-contrast scene is estimated
first using Radon-Wigner transform, and then
using the fact that Doppler rate is inversely
proportional to range, Doppler rate in
low-contrast scene is estimated indirectly.
22Results
High Contrast Scene With Prominent Point
Time frequency analysis
Radon transform
Low Contrast Scene Without Prominent Point
Time frequency analysis
Radon transform
23Conclusions
- 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.
24Thank you for your listening!