DocumentCode
41672
Title
Streaming BP for Non-Linear Motion Compensation SAR Imaging Based on GPU
Author
Shi Jun ; Ma Long ; Zhang Xiaoling
Author_Institution
Univ. of Electron. Sci. & Technol. of China (UESTC), Chengdu, China
Volume
6
Issue
4
fYear
2013
fDate
Aug. 2013
Firstpage
2035
Lastpage
2050
Abstract
As a high-quality imaging method for non-linear motion SAR, back projection (BP) algorithm´s huge computational cost hinders its applications. In recent years, the emergence of GPU as a high-performance computing platform counteracts this disadvantage greatly, and brings the BP algorithm into people´s perspective. In accord with the SAR´s working procedures, the streaming structure is suitable for massive SAR data processing. Thus, a streaming BP algorithm and a piecewise high-order polynomial fitting method for IMU data preprocessing that is compatible to the streaming structure are proposed in this paper. The validity and performances of the fitting method are verified and discussed using actual IMU data. We find that the 9th-order polynomial fitting can meet the requirement of typical actual IMU data processing. The validity of the streaming BP for non-linear motion compensation is verified via actual SAR data, and its computing performance is analyzed and optimized on NVidia´s GTX 590. The total runtime of the streaming BP on the GPU platform for an image with size 8192x8192 pixels is about 160 s, which can meet the requirements of many off-line SAR imaging applications.
Keywords
data handling; geophysical image processing; geophysical techniques; graphics processing units; motion compensation; parallel processing; radar imaging; synthetic aperture radar; 9th-order polynomial fitting; GPU; GPU platform; IMU data preprocessing; NVidia GTX 590; SAR working procedures; actual IMU data; actual SAR data; back projection algorithm; computational cost; computing performance; fitting method; high-performance computing platform; high-quality imaging method; massive SAR data processing; nonlinear motion SAR; nonlinear motion compensation; nonlinear motion compensation SAR imaging; off-line SAR imaging applications; piecewise high-order polynomial fitting method; streaming BP algorithm; streaming structure; total runtime; Back projection; non-linear motion compensation; parallel computing; piecewise polynomial fitting; streaming structure;
fLanguage
English
Journal_Title
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
Publisher
ieee
ISSN
1939-1404
Type
jour
DOI
10.1109/JSTARS.2013.2238891
Filename
6510489
Link To Document