globalchange  > 过去全球变化的重建
DOI: 10.1371/journal.pone.0169130
论文题名:
Performance Optimization of Marine Science and Numerical Modeling on HPC Cluster
作者: Dongdong Yang; Hailong Yang; Luming Wang; Yucong Zhou; Zhiyuan Zhang; Rui Wang; Yi Liu
刊名: PLOS ONE
ISSN: 1932-6203
出版年: 2017
发表日期: 2017-1-3
卷: 12, 期:1
语种: 英语
英文关键词: Optimization ; Algorithms ; Longitude ; Latitude ; Oceans ; Memory ; Data processing ; Marine and aquatic sciences
英文摘要: Marine science and numerical modeling (MASNUM) is widely used in forecasting ocean wave movement, through simulating the variation tendency of the ocean wave. Although efforts have been devoted to improve the performance of MASNUM from various aspects by existing work, there is still large space unexplored for further performance improvement. In this paper, we aim at improving the performance of propagation solver and data access during the simulation, in addition to the efficiency of output I/O and load balance. Our optimizations include several effective techniques such as the algorithm redesign, load distribution optimization, parallel I/O and data access optimization. The experimental results demonstrate that our approach achieves higher performance compared to the state-of-the-art work, about 3.5x speedup without degrading the prediction accuracy. In addition, the parameter sensitivity analysis shows our optimizations are effective under various topography resolutions and output frequencies.
URL: http://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0169130&type=printable
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资源类型: 期刊论文
标识符: http://119.78.100.158/handle/2HF3EXSE/25577
Appears in Collections:过去全球变化的重建
影响、适应和脆弱性
科学计划与规划
气候变化与战略
全球变化的国际研究计划
气候减缓与适应
气候变化事实与影响

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作者单位: School of Computer Science and Engineering, Beihang University, Beijing, China;School of Computer Science and Engineering, Beihang University, Beijing, China;School of Computer Science and Engineering, Beihang University, Beijing, China;School of Computer Science and Engineering, Beihang University, Beijing, China;Department of Computer Science and Technology, Tsinghua University, Beijing, China;School of Computer Science and Engineering, Beihang University, Beijing, China;School of Computer Science and Engineering, Beihang University, Beijing, China;State Key Lab of Mathematical Engineering and Advanced Computing, Wuxi, China

Recommended Citation:
Dongdong Yang,Hailong Yang,Luming Wang,et al. Performance Optimization of Marine Science and Numerical Modeling on HPC Cluster[J]. PLOS ONE,2017-01-01,12(1)
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