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An incompressible flow solver on a GPU/CPU heterogeneous architecture parallel computing platform
Li QQ(李千千); Li R(李荣); Yang ZX(杨子轩)
发表期刊THEORETICAL AND APPLIED MECHANICS LETTERS
2023-09
卷号13期号:5页码:100474
ISSN2095-0349
摘要A computational fluid dynamics (CFD) solver for a GPU/CPU heterogeneous architecture parallel computing platform is developed to simulate incompressible flows on billion-level grid points. To solve the Poisson equation, the conjugate gradient method is used as a basic solver, and a Chebyshev method in combination with a Jacobi sub-preconditioner is used as a preconditioner. The developed CFD solver shows good performance on parallel efficiency, which exceeds 90% in the weak-scalability test when the number of grid points allocated to each GPU card is greater than 208 3 . In the acceleration test, it is found that running a simulation with 1040 3 grid points on 125 GPU cards accelerates by 203.6x over the same number of CPU cores. The developed solver is then tested in the context of a two-dimensional lid-driven cavity flow and three-dimensional Taylor-Green vortex flow. The results are consistent with previous results in the literature.
关键词GPU Acceleration Parallel computing Poisson equation Preconditioner
DOI10.1016/j.taml.2023.100474
收录类别CSCD
语种英语
WOS研究方向Mechanics
项目资助者National Natural Science Foundation of China [11988102, 11972038]
论文分区二类
力学所作者排名1
RpAuthorYang, ZX (corresponding author), Chinese Acad Sci, Inst Mech, State Key Lab Nonlinear Mech, Beijing 100190, Peoples R China. ; Yang, ZX (corresponding author), Univ Chinese Acad Sci, Sch Engn Sci, Beijing 100049, Peoples R China.
引用统计
文献类型期刊论文
条目标识符http://dspace.imech.ac.cn/handle/311007/93685
专题非线性力学国家重点实验室
作者单位1.Chinese Acad Sci, Inst Mech, State Key Lab Nonlinear Mech, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Sch Engn Sci, Beijing 100049, Peoples R China
推荐引用方式
GB/T 7714
Li QQ,Li R,Yang ZX. An incompressible flow solver on a GPU/CPU heterogeneous architecture parallel computing platform[J]. THEORETICAL AND APPLIED MECHANICS LETTERS,2023,13,5,:100474.
APA 李千千,李荣,&杨子轩.(2023).An incompressible flow solver on a GPU/CPU heterogeneous architecture parallel computing platform.THEORETICAL AND APPLIED MECHANICS LETTERS,13(5),100474.
MLA 李千千,et al."An incompressible flow solver on a GPU/CPU heterogeneous architecture parallel computing platform".THEORETICAL AND APPLIED MECHANICS LETTERS 13.5(2023):100474.
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