DocumentCode :
3531948
Title :
Designing a GPU Based Heat Conduction Algorithm by Leveraging CUDA
Author :
Xiaohua Meng ; Dasheng Qin ; Yuhui Deng
Author_Institution :
Dept. of Comput. Sci., Jinan Univ., Guangzhou, China
fYear :
2013
fDate :
9-11 Sept. 2013
Firstpage :
519
Lastpage :
526
Abstract :
One-dimensional heat conduction algorithm plays a significant role in physical material research. It is normally implemented by using CPU serial programming or MPI parallel programming. Unfortunately, real applications normally process large volumes of particles, the query performance is very low when using the above two approaches. This paper designs a parallel heat conduction algorithm by leveraging the powerful parallel processing capabilities GPU. The algorithm parallelly executes the calculation of the displacement and velocity of each particle on GPU, and then sends the results to CPU, the CPU finally calculate the average heat flux and the temperature of each particle. The proposed algorithm was evaluated on the CUDA parallel programming environment. Our experimental results demonstrate that the performance of the proposed GPU based parallel algorithm significantly outperforms the traditional CPU serial implementation. We achieve a performance speed-up of 900. In terms of time reduction Furthermore, the performance speed-up grows with the increase of the particle number.
Keywords :
graphics processing units; heat conduction; message passing; parallel architectures; parallel programming; physics computing; CPU serial programming; CUDA parallel programming environment; GPU based heat conduction algorithm; GPU based parallel algorithm; MPI parallel programming; one-dimensional heat conduction algorithm; parallel heat conduction algorithm; parallel processing capabilities; physical material research; query performance; Algorithm design and analysis; Graphics processing units; Heating; Instruction sets; Message systems; Parallel algorithms; GPU; Heat Conduction Algorithm; Parallel Computing; CUDA;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Emerging Intelligent Data and Web Technologies (EIDWT), 2013 Fourth International Conference on
Conference_Location :
Xi´an
Print_ISBN :
978-1-4799-2140-9
Type :
conf
DOI :
10.1109/EIDWT.2013.93
Filename :
6631671
Link To Document :
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