Multiple-GPU parallelization of three-dimensional material point method based on single-root complex | |
Dong, Youkou3,4; Cui, Lan2; Zhang, Xue1,4 | |
刊名 | INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING |
2022-01-04 | |
页码 | 24 |
关键词 | cone penetration test material point method mini slump test parallel computation |
ISSN号 | 0029-5981 |
DOI | 10.1002/nme.6906 |
英文摘要 | As one of the arbitrary Lagrangian-Eulerian methods, the material point method (MPM) owns intrinsic advantages in simulation of large deformation problems by combining the merits of the Lagrangian and Eulerian approaches. Significant computational intensity is involved in the calculations of the MPM due to its very fine mesh needed to achieve a sufficiently high accuracy. A new multiple-GPU parallel strategy is developed based on a single-root complex architecture of the computer purely within a CUDA environment. Peer-to-Peer (P2P) communication between the GPUs is performed to exchange the information of the crossing particles and ghost element nodes, which is faster than the heavy send/receive operations between different computers through the infiniBand network. Domain decomposition is performed to split the whole computational task over the GPUs with a number of subdomains. The computations within each subdomain are allocated on a corresponding GPU using an enhanced "Particle-List" scheme to tackle the data race during the interpolation from associated particles to common nodes. The acceleration effect of the parallelization is evaluated with two benchmarks cases, mini-slump test after a dam break and cone penetration test in clay, where the maximum speedups with 1 and 8 GPUs are 88 and 604, respectively. |
资助项目 | National Natural Science Foundations of China[51909248] ; Open Research Fund of State Key Laboratory of Coastal and Offshore Engineering, Dalian University of Technology[LP2012] ; NVIDIA Corporation |
WOS研究方向 | Engineering ; Mathematics |
语种 | 英语 |
出版者 | WILEY |
WOS记录号 | WOS:000738369800001 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.198/handle/2S6PX9GI/30815] |
专题 | 中科院武汉岩土力学所 |
通讯作者 | Cui, Lan |
作者单位 | 1.Univ Liverpool, Dept Civil Engn & Ind Design, Liverpool, Merseyside, England 2.Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn, Wuhan 430071, Peoples R China 3.Dalian Univ Technol, State Key Lab Coastal & Offshore Engn, Dalian, Peoples R China 4.China Univ Geosci, Coll Marine Sci & Technol, Wuhan, Peoples R China |
推荐引用方式 GB/T 7714 | Dong, Youkou,Cui, Lan,Zhang, Xue. Multiple-GPU parallelization of three-dimensional material point method based on single-root complex[J]. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING,2022:24. |
APA | Dong, Youkou,Cui, Lan,&Zhang, Xue.(2022).Multiple-GPU parallelization of three-dimensional material point method based on single-root complex.INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING,24. |
MLA | Dong, Youkou,et al."Multiple-GPU parallelization of three-dimensional material point method based on single-root complex".INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING (2022):24. |
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