Iterative Krylov Methods for Acoustic Problems on Graphics Processing Unit

被引:3
作者
Ahamed, Abal-Kassim Cheik [1 ]
Magoules, Frederic
机构
[1] Ecole Cent Paris, CUDA Res Ctr, Chatenay Malabry, France
来源
PROCEEDINGS OF THIRTEENTH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS TO BUSINESS, ENGINEERING AND SCIENCE, (DCABES 2014) | 2014年
关键词
Linear algebra; Iterative Krylov methods; CSR matrix; GPU; CUDA; Acoustic; Helmholtz equation; Parallel computing; INFINITE ELEMENT METHOD; NONOVERLAPPING SCHWARZ METHODS; ABSORBING BOUNDARY-CONDITIONS; DOMAIN DECOMPOSITION METHODS; TRANSMISSION CONDITIONS; INTERFACE CONDITIONS; HELMHOLTZ; OVERLAP; CONVERGENCE;
D O I
10.1109/DCABES.2014.7
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper deals with linear algebra operations on Graphics Processing Unit (GPU) with complex number arithmetic using double precision. An analysis of their uses within iterative Krylov methods is presented to solve acoustic problems. Numerical experiments performed on a set of acoustic matrices arising from the modelisation of acoustic phenomena inside a car compartment are collected, and outline the performance, robustness and effectiveness of our algorithms, with a speed-up up to 28x for dot product, 9.8x for sparse matrix-vector product and solvers.
引用
收藏
页码:19 / 23
页数:5
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