Title :
NUFFT-based SAR backprojection on multiple GPUs
Author :
Capozzoli, Amedeo ; Curcio, Claudio ; Liseno, Angelo ; Testa, Paolo Valerio
Author_Institution :
Dipt. di Ing. Biomed., Elettron. e delle Telecomun., Univ. di Napoli Federico II, Naples, Italy
Abstract :
We report on the development of a Synthetic Aperture Radar (SAR) backprojection algorithm implemented on multiple Graphics Processing Units (GPUs) in CUDA language and using a Non-Uniform FFT (NUFFT) routine to further numerically accelerating the calculations. The performance of the approach is analyzed in terms of computational speed and scalability on the GPU ”Jazz” cluster available at the Consorzio Interuniversitario per le Applicazioni del Supercalcolo per l´Universit`a e la Ricerca (CASPUR; InterUniversity Consortium for the Application of Super-Computing for Universities and Research), Rome, Italy. The results, referring to the case of an individual node with 2-GPUs, show that the processing time scales approximately by 2 as compared to the case of a single GPU. Experimental results against the Air Force Research Laboratory (AFRL) airborne data delivered under the ”challenge problem for SAR-based Ground Moving Target Identification (GMTI) in urban environments” and collected under circular flight paths are also shown. The full processing of the data took approximately 19s on the mentioned 2-GPUs node.
Keywords :
graphics processing units; radar imaging; synthetic aperture radar; AFRL airborne data; Air Force Research Laboratory; CASPUR; CUDA language; Consorzio Interuniversitario per le Applicazioni del Supercalcolo per l´Universit`a e la Ricerca; GPU Jazz cluster; InterUniversity Consortium for the Application of Super-Computing for Universities and Research; Italy; NUFFT-based SAR backprojection; Rome; SAR-based ground moving target identification; circular flight paths; computational speed; graphics processing units; nonuniform FFT routine; processing time; synthetic aperture radar backprojection algorithm; urban environments; Accuracy; Clustering algorithms; Graphics processing units; Instruction sets; Parallel processing; Scalability; Synthetic aperture radar;
Conference_Titel :
Advances in Radar and Remote Sensing (TyWRRS), 2012 Tyrrhenian Workshop on
Conference_Location :
Naples
Print_ISBN :
978-1-4673-2443-4
DOI :
10.1109/TyWRRS.2012.6381104