Accelerating the Sweep3D for a Graphic Processor Unit
As a powerful and flexible processor, the Graphic Processing Unit (GPU) can offer a great faculty in solving many high-performance computing applications. Sweep3D, which simulates a single group time-independent discrete ordinates (Sn) neutron transport deterministically on 3D Cartesian geometry spa...
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Veröffentlicht in: | Journal of Information Processing Systems 2011, 7(1), 19, pp.63-74 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | As a powerful and flexible processor, the Graphic Processing Unit (GPU) can offer a great faculty in solving many high-performance computing applications. Sweep3D, which simulates a single group time-independent discrete ordinates (Sn) neutron transport deterministically on 3D Cartesian geometry space, represents the key part of a real ASCI application. The wavefront process for parallel computation in Sweep3D limits the concurrent threads on the GPU. In this paper, we present multi-dimensional optimization methods for Sweep3D, which can be efficiently implemented on the fine-grained parallel architecture of the GPU. Our results show that the overall performance of Sweep3D on the CPU-GPU hybrid platform can be improved up to 4.38 times as compared to the CPU-based implementation. KCI Citation Count: 0 |
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ISSN: | 1976-913X 2092-805X |
DOI: | 10.3745/JIPS.2011.7.1.063 |