Title :
Parallel processing techniques for the processing of synthetic aperture radar data on FPGAs
Author :
Chapman, William ; Ranka, Sanjay ; Sahni, Sartaj ; Schmalz, Mark ; Majumder, Uttam K.
Author_Institution :
Dept. of CISE, Univ. of Florida, Gainesville, FL, USA
Abstract :
This paper presents a design for the parallel processing of synthetic aperture radar data using one or more Field Programmable Gate Arrays (FPGAs). Our design supports real-time computation of a two-dimensional image from a matrix of echo pulses and their corresponding response values. Components of this design include: (a) central processing pipeline to perform back projection calculations, (b) pre-fetch cache to minimize external memory access latency, (c) memory bridge that serves as the primary on-chip storage for pulse data, and (d) a pixel queue to direct image data in and out of the pipeline. Design parameters may be adjusted to achieve optimum performance, and multiple instances of this design may be replicated on-chip to achieve prespecified performance objectives. We provide a complexity analysis as a function of the input and output parameters. Simulation results based on an implementation of this design show that our design achieves 160 GFLOPs per instance on a simulated Altera Stratix III EP3SL150 FPGA, and scales well for output image size ranging from 500 × 500 pixels to 5,000 × 5,000 pixels.
Keywords :
cache storage; echo; field programmable gate arrays; parallel processing; pipeline processing; radar imaging; FPGA; direct image data; echo pulse; field programmable gate arrays; memory access latency; on-chip storage; parallel processing; pipeline processing; pre-fetch cache; pulse data storage; synthetic aperture radar data processing; two-dimensional image; Bridges; Equations; Field programmable gate arrays; Image reconstruction; Pixel; Rendering (computer graphics); Tiles;
Conference_Titel :
Signal Processing and Information Technology (ISSPIT), 2010 IEEE International Symposium on
Conference_Location :
Luxor
Print_ISBN :
978-1-4244-9992-2
DOI :
10.1109/ISSPIT.2010.5711769