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); Li R(李荣)
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| 刊名 | THEORETICAL AND APPLIED MECHANICS LETTERS
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| 出版日期 | 2023-09 |
| 卷号 | 13期号:5页码:100474 |
| 关键词 | GPU Acceleration Parallel computing Poisson equation Preconditioner |
| ISSN号 | 2095-0349 |
| 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,et al. 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,&Li R.(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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