DocumentCode
1884012
Title
Parallelization techniques for the 2D Fourier Matched Filtering and Interpolation SAR algorithm
Author
Kraja, Fisnik ; Acher, Georg ; Bode, Arndt
Author_Institution
Dept. of Comput. Archit., Tech. Univ. Munchen, Munich, Germany
fYear
2012
fDate
3-10 March 2012
Firstpage
1
Lastpage
10
Abstract
Future space application will require High Performance Computing (HPC) capabilities to be available on board of future spacecrafts. To cope with this requirement, multi and many-core processor technologies have to be integrated in the computing platforms of the spacecraft. One of the most important requirements, coming from the nature of space applications, is the efficiency in terms of performance per Watt. In order to improve the efficiency of such systems, algorithms and applications have to be optimized and scaled to the number of cores available in the computing platform. In this paper we describe the parallelization techniques applied to a Synthetic Aperture Radar (SAR) application based on the 2-Dimentional Fourier Matched Filtering and Interpolation (2DFMFI) Algorithm. Other than sequential optimizations, we applied parallelization techniques for shared memory, distributed shared memory and distributed memory environments, using parallel programming models like OpenMP and MPI. It turns out that parallelizing this type of algorithms is not an easy and straightforward task to do, but with a little bit of effort, one can improve performance and scalability, increasing the level of efficiency.
Keywords
Fourier analysis; interpolation; matched filters; parallel programming; radar computing; synthetic aperture radar; 2D Fourier matched filtering; 2DFMFI algorithm; HPC; MPI; OpenMP; computing platforms; high performance computing capability; interpolation SAR algorithm; many-core processor technology; parallel programming models; sequential optimizations; spacecrafts; synthetic aperture radar application; Benchmark testing; Computer architecture; Earth; Image reconstruction; Optimization; Random access memory; Synthetic aperture radar;
fLanguage
English
Publisher
ieee
Conference_Titel
Aerospace Conference, 2012 IEEE
Conference_Location
Big Sky, MT
ISSN
1095-323X
Print_ISBN
978-1-4577-0556-4
Type
conf
DOI
10.1109/AERO.2012.6187225
Filename
6187225
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