Title :
Solving Parabolic Problems Using Multithread and GPU
Author :
Hsieh, Chih-Wei ; Kuo, Sheng-Hsiu ; Kuo, Fang-An ; Chou, Chau-Yi
Author_Institution :
Nat. Center for High-Performance Comput., Hsinchu, Taiwan
Abstract :
Multi-core platform enters the territory of high performance computing (HPC). Moreover, the NVIDA GT200 has 240 cores and performs thousands upon thousands of threads simultaneously. The role of the Graphics Processing Units (GPU)accelerator has become more and more important for scientific computing and computational fluid dynamic (CFD) to obtain result quickly and efficiently. In this paper we presented efficient computational scheme for solving parabolic partial differential equations on Multithreading and GPU accelerator. The purpose of this paper is to obtain the solutions as accurate and high speed-up using implicit scheme is convection-diffusion-reaction(CDR). In this paper we propose to CUDA-CDR solver to quickly solve big problem on GPU accelerator. The NVIDIA CUDATM is an extension of C language and has been implemented as a veteran environment since 2006. Our multithread version illustrates 2.5 times faster than those on a sequential code in Model Problem 1 with the problem size of 400x400. The performance of parallel version via CUDA C is 11 times faster than those on a sequential code in Model Problem 1 with the problem size of 400x400.
Keywords :
computer graphic equipment; coprocessors; mathematics computing; multi-threading; multiprocessing systems; parabolic equations; partial differential equations; NVIDA GT200; computational fluid dynamic; convection-diffusion-reaction solution; graphics processing units; implicit scheme; multicore platform; multithreading; parabolic partial differential equations; scientific computing; Computational fluid dynamics; Equations; Graphics processing unit; Instruction sets; Mathematical model; Multithreading; Convection Diffusion Reaction scheme; GPU; Multithreading;
Conference_Titel :
Parallel and Distributed Processing with Applications (ISPA), 2010 International Symposium on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-8095-1
Electronic_ISBN :
978-0-7695-4190-7
DOI :
10.1109/ISPA.2010.48