KMS Of Academy of mathematics and systems sciences, CAS
A New Parallel Method for Binary Black Hole Simulations | |
Yang, Quan1; Du, Zhihui1; Cao, Zhoujian2![]() | |
2016 | |
发表期刊 | SCIENTIFIC PROGRAMMING
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ISSN | 1058-9244 |
页码 | 14 |
摘要 | Simulating binary black hole (BBH) systems are a computationally intensive problem and it can lead to great scientific discovery. How to explore more parallelism to take advantage of the large number of computing resources of modern supercomputers is the key to achieve high performance for BBH simulations. In this paper, we propose a scalable MPM (Mesh based Parallel Method) which can explore both the inter-and intramesh level parallelism to improve the performance of BBH simulation. At the same time, we also leverage GPU to accelerate the performance. Different kinds of performance tests are conducted on BlueWaters. Compared with the existing method, our MPM can improve the performance from 5x speedup (compared with the normalized speed of 32 MPI processes) to 8x speedup. For the GPU accelerated version, our MPM can improve the performance from 12x speedup to 28x speedup. Experimental results also show that when only enough CPU computing resource or limited GPU computing resource is available, our MPM can employ two special scheduling mechanisms to achieve better performance. Furthermore, our scalable GPU acceleration MPM can achieve almost ideal weak scaling up to 2048 GPU computing nodes which enables our software to handle even larger BBH simulations efficiently. |
DOI | 10.1155/2016/2360492 |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[61440057] ; National Natural Science Foundation of China[61272087] ; National Natural Science Foundation of China[61363019] ; National Natural Science Foundation of China[61073008] ; Beijing Natural Science Foundation[4082016] ; Beijing Natural Science Foundation[4122039] ; Sci-Tech Interdisciplinary Innovation and Cooperation Team Program of the Chinese Academy of Sciences ; Specialized Research Fund for State Key Laboratories ; NSF[ACI-1265434] ; NSF[ACI-1339745] |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Software Engineering |
WOS记录号 | WOS:000381414900001 |
出版者 | HINDAWI PUBLISHING CORP |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/23485 |
专题 | 应用数学研究所 |
通讯作者 | Du, Zhihui |
作者单位 | 1.Tsinghua Univ, Tsinghua Natl Lab Informat Sci & Technol, Dept Comp Sci & Technol, Beijing 100084, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China 3.Louisiana State Univ, Ctr Computat & Technol, Baton Rouge, LA 70803 USA 4.Georgia Inst Technol, Coll Comp, Sch Computat Sci & Engn, Atlanta, GA 30332 USA |
推荐引用方式 GB/T 7714 | Yang, Quan,Du, Zhihui,Cao, Zhoujian,et al. A New Parallel Method for Binary Black Hole Simulations[J]. SCIENTIFIC PROGRAMMING,2016:14. |
APA | Yang, Quan,Du, Zhihui,Cao, Zhoujian,Tao, Jian,&Bader, David A..(2016).A New Parallel Method for Binary Black Hole Simulations.SCIENTIFIC PROGRAMMING,14. |
MLA | Yang, Quan,et al."A New Parallel Method for Binary Black Hole Simulations".SCIENTIFIC PROGRAMMING (2016):14. |
条目包含的文件 | 条目无相关文件。 |
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