Toward Cost-Effective Reservoir Simulation Solvers on GPUs
Li, Zheng1; Wu, Shuhong2; Xu, Jinchao3; Zhang, Chensong4,5
刊名ADVANCES IN APPLIED MATHEMATICS AND MECHANICS
2016-12-01
卷号8期号:6页码:971-991
关键词GPUs reservoir simulation fully-implicit method
ISSN号2070-0733
DOI10.4208/aamm.2015.m1138
英文摘要In this paper, we focus on graphical processing unit (GPU) and discuss how its architecture affects the choice of algorithm and implementation of fully-implicit petroleum reservoir simulation. In order to obtain satisfactory performance on new many-core architectures such as GPUs, the simulator developers must know a great deal on the specific hardware and spend a lot of time on fine tuning the code. Porting a large petroleum reservoir simulator to emerging hardware architectures is expensive and risky. We analyze major components of an in-house reservoir simulator and investigate how to port them to GPUs in a cost-effective way. Preliminary numerical experiments show that our GPU-based simulator is robust and effective. More importantly, these numerical results clearly identify the main bottlenecks to obtain ideal speedup on GPUs and possibly other many-core architectures.
资助项目PetroChina New-generation Reservoir Simulation Software[2011A-1010] ; Program of Research on Continental Sedimentary Oil Reservoir Simulation[z121100004912001] ; PetroChina[12HT1050002654]
WOS研究方向Mathematics ; Mechanics
语种英语
出版者CAMBRIDGE UNIV PRESS
WOS记录号WOS:000384414300005
内容类型期刊论文
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/23648]  
专题计算数学与科学工程计算研究所
通讯作者Li, Zheng
作者单位1.Kunming Univ Sci & Technol, Kunming 650093, Peoples R China
2.CNPC, Res Inst Petr Explorat & Dev, Beijing 100083, Peoples R China
3.Penn State Univ, Dept Math, University Pk, PA 16802 USA
4.Acad Math & Syst Sci, LSEC, Beijing 100190, Peoples R China
5.Acad Math & Syst Sci, NCMIS, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Li, Zheng,Wu, Shuhong,Xu, Jinchao,et al. Toward Cost-Effective Reservoir Simulation Solvers on GPUs[J]. ADVANCES IN APPLIED MATHEMATICS AND MECHANICS,2016,8(6):971-991.
APA Li, Zheng,Wu, Shuhong,Xu, Jinchao,&Zhang, Chensong.(2016).Toward Cost-Effective Reservoir Simulation Solvers on GPUs.ADVANCES IN APPLIED MATHEMATICS AND MECHANICS,8(6),971-991.
MLA Li, Zheng,et al."Toward Cost-Effective Reservoir Simulation Solvers on GPUs".ADVANCES IN APPLIED MATHEMATICS AND MECHANICS 8.6(2016):971-991.
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