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Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr....

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Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories Albuquerque, NM [email protected] Purdue University West Lafayette, IN 26 September, 2003
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Page 1: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR

Imagery

Dr. Charles “Jack” Jakowatz, Jr.Sandia National Laboratories

Albuquerque, NM

[email protected]

Purdue UniversityWest Lafayette, IN26 September, 2003

Page 2: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Collection Geometry for Spotlight-Mode SAR

Page 3: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Three-Dimensional Phase History Data for Spotlight-Mode SAR

The angular extent of the annulus is determined by the flight path. It prescribes the azimuthal resolution of the formed SAR image

This dimension of the annulus is determined by the radar bandwidth and prescribes the range resolution in the formed SAR image

The offset of the phase history data from the origin is directly proportional to the radar center frequency

Page 4: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Phase Errors in SAR Imagery

• Recall that for each position of the aircraftfrom which a pulse is transmitted and received, the deramp processor must “know” precisely when the returned echo arrives.

• Inevitably, there will be some uncertainty in this time, because the aircraft position is never known without some amount of error.

• For an aircraft position error in the along-line-of-sight (range) direction of only a half wavelength, a full 2 of phase error occurs.

Page 5: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Aircraft Position Errors Lead to Phase Errors in Collected DataUncompensated Aircraft Position Errors Lead to Phase Errors

in the Collected SAR Phase History Data

Page 6: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Three-Dimensional Phase History Data for Spotlight-Mode SAR

The angular extent of the annulus is determined by the flight path. It prescribes the azimuthal resolution of the formed SAR image

This dimension of the annulus is determined by the radar bandwidth and prescribes the range resolution in the formed SAR image

The offset of the phase history data from the origin is directly proportional to the radar center frequency

Page 7: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Cartesian raster

Image is formed by 2-D IFFT of data interpolated to the Cartesian raster

Effect of the phase error function is to blur the formed image in thecross-range (x) dimension

Page 8: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Defocusing Due to Phase Errors in a Spotlight-Mode SAR Image

When the interpolated samples are coherently integrated via compression (Fourier transformation), the phase errors cause defocusing of the formed

image in the cross-range dimension. The resulting blurred image is a convolution of the desired image with: IFT{exp( j phase error function)}

Page 9: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Removal of Phase Error Effects in SAR Imagery

• The only way to remove the residual defocus effects is to estimate the phase errors from the blurred image itself.

• Such a technique is known as a “data driven” algorithm.

• It amounts to “blind” deconvolution of the degrading phase error function.

• Sandia Laboratories developed the Phase Gradient Autofocus algorithm (PGA) in 1989 as a solution to this problem (Jakowatz, Eichel, and Ghiglia)

Page 10: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Processing Steps in Phase Gradient Autofocus (PGA)Processing Steps in Phase Gradient Autofocus (PGA)

Page 11: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.
Page 12: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

PGA Results

Image defocused from uncompensated aircraft position

errors

Image refocused using PGA

Page 13: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Official Use Only

Autofocus by PGA of 2-inch Resolution Sandia Labs

Twin Otter Spotlight-Mode SAR Imagery

Vehicles at National Guard Armory

Page 14: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Defocus of Ships from Rocking Motion

Page 15: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Attempt to Refocus Image of Rocking Ship from LYNX Spotlight-Mode SAR (16 GHz) Using PGA

Original Global PGA

Space-Variant PGA

Note: Vertical Lines IndicatingOSA Boundaries

Before PGA After PGA

Page 16: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Attempt to Refocus Image of Rocking Ship from LYNX Spotlight-Mode SAR (16 GHz) Using PGA

Original Global PGA

Space-Variant PGA

Note: Vertical Lines IndicatingOSA Boundaries

Page 17: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Attempt to Refocus Image of Rocking Ship from LYNX Spotlight-Mode SAR (16 GHz) Using Spatially-Varying

Version of PGA

Original Global PGA

Space-Variant PGA

Note: Vertical Lines IndicatingOSA Boundaries

Page 18: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Ship Motion (Rocking) CorrectionLynx20030302220035

Space-Variant PGAPhase Error Function

Page 19: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Refocused Image of Rocking Ship from LYNX Spotlight-Mode SAR (16 GHz) Using Space-Varying PGA

Original Global PGA

Space-Variant PGA

Note: Vertical Lines IndicatingOSA Boundaries

Before PGA After Space-Varying PGA

Page 20: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

Foliage Penetration (FOPEN)

• SAR is all-weather, day/night capable• Typical SAR frequencies have difficulties

penetrating foliage– Use different radar frequencies (VHF) to achieve

penetration• Typically, resolution suffers with these lower frequencies

– Use high resolution systems, coupled with a 3-D approach

3-D tomography from multiple data collects can be used to address the problem of foliage penetration

Page 21: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.
Page 22: Use of Phase Gradient Autofocus (PGA) for Refocusing Rocking Ships in Spotlight-Mode SAR Imagery Dr. Charles “Jack” Jakowatz, Jr. Sandia National Laboratories.

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