Acceleration of the space-time boundary element method using GPUs

被引:0
|
作者
Homola, Jakub [1 ,2 ]
Merta, Michal [2 ]
Zapletal, Jan [2 ]
机构
[1] VSB Tech Univ Ostrava, IT4Innovat, 17 Listopadu 2172-15, Ostrava 70800, Czech Republic
[2] VSB Tech Univ Ostrava, Dept Appl Math, 17 Listopadu 2172-15, Ostrava 70800, Czech Republic
关键词
Boundary element method; Space-time; Heat equation; Matrix-free; GPU; CUDA;
D O I
10.1016/j.advengsoft.2023.103497
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Matrices arising from the space-time boundary element method for the heat equation are dense and are global in space and time. Thus, they require a large amount of memory which may pose a problem when accelerating the code using GPUs. In this paper, we present a method that overcomes this issue by assembling elements of system matrices only when needed during matrix-vector multiplication. Although this requires a significantly larger amount of floating-point operations when the matrix is repeatedly applied, due to the large processing power of modern GPUs, we are still able to achieve a significant speedup compared to the original CPU code.
引用
收藏
页数:12
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