An incompressible flow solver on a GPU/CPU heterogeneous architecture parallel computing platform
文献类型:期刊论文
作者 | Li QQ(李千千); Li R(李荣); Yang ZX(杨子轩) |
刊名 | THEORETICAL AND APPLIED MECHANICS LETTERS |
出版日期 | 2023-09 |
卷号 | 13期号:5页码:100474 |
ISSN号 | 2095-0349 |
关键词 | GPU Acceleration Parallel computing Poisson equation Preconditioner |
DOI | 10.1016/j.taml.2023.100474 |
英文摘要 | 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. |
分类号 | 二类 |
WOS研究方向 | Mechanics |
语种 | 英语 |
资助机构 | National Natural Science Foundation of China [11988102, 11972038] |
其他责任者 | Yang, 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. |
源URL | [http://dspace.imech.ac.cn/handle/311007/93685] |
专题 | 力学研究所_非线性力学国家重点实验室 |
作者单位 | 1.Univ Chinese Acad Sci, Sch Engn Sci, Beijing 100049, Peoples R China 2.Chinese Acad Sci, Inst Mech, State Key Lab Nonlinear Mech, Beijing 100190, 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. |
入库方式: OAI收割
来源:力学研究所
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