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 :
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