Asynchronous Hybrid Parallel SpMV in an Industrial Application

被引:0
|
作者
Thiele, Christopher [1 ]
Araya-Polo, Mauricio [2 ]
Stoyanov, Dimitar [1 ]
Frank, Florian [3 ]
Alpak, Faruk O. [2 ]
机构
[1] Fraunhofer ITWM, Fraunhofer Pl 1, D-67663 Kaiserslautern, Germany
[2] Shell Int Explorat & Prod Inc, 3333 Highway 6 South, Houston, TX 77082 USA
[3] Rice Univ, 6100 Main St, Houston, TX 77005 USA
关键词
Linear systems; Sparse matrices; Fluid dynamics; Numerical simulation; Hydrocarbons;
D O I
10.1109/CSCI.2016.225
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Pore-scale simulation is both computationally challenging and a key element of hydrocarbon exploration and production ([1], [2], [3]). The subject of this study is the efficient solution of the linear systems arising from the discretization of the Cahn- Hilliard equation ([4], [5]), which governs the separation of a two- component fluid mixture. We investigate synchronous and asynchronous parallel iterative solvers for our simulation. We focus our efforts on two main aspects: first, software infrastructure that supports this kind of computations, mainly Trilinos and GaspiLS. Second, scalability and performance analysis. The asynchronous solver performs well and scales better than the synchronous ones for most test problems, especially for large systems distributed over many computational nodes (up to 23% faster and 10% higher parallel efficiency in these cases).
引用
收藏
页码:1196 / 1201
页数:6
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