GPU-Based Parallel Reservoir Simulators

作者: Zhangxin Chen , Hui Liu , Song Yu , Ben Hsieh , Lei Shao

DOI: 10.1007/978-3-319-05789-7_16

关键词:

摘要: Large-scale reservoir simulation demands significant computational time so improving its efficiency becomes crucial. Graphics Processing Unit (GPU), a high-profile parallel processor with hundreds of microprocessors, offers great potential in because efficient power utilization and high efficiency. In addition, cost is relatively low, making large-scale possible for most desktop users. this presentation several GPU-based linear solvers preconditioners will be discussed. They include the GMRES, BiCGSTAB ORTHOMIN incomplete LU (ILU) factorization, domain decomposition algebraic multigrid preconditioners. These have been coupled an in-house black-oil simulator to speedup simulation. numerical experiments performed, SPE 10 problem, 3D heterogeneous benchmark model over one million grid blocks, selected test resulting simulator. On state-of-the-art CPU GPU platforms, new implementation can achieve eight times solving systems arising from problem compared implementation.

参考文章(20)
Yuanle Ma, Guanren Huan, Chʿang-hsin Chʿen, Computational Methods for Multiphase Flows in Porous Media ,(2006)
Gundolf Haase, Manfred Liebmann, Craig C. Douglas, Gernot Plank, A Parallel Algebraic Multigrid Solver on Graphics Processing Units Lecture Notes in Computer Science. pp. 38- 47 ,(2010) , 10.1007/978-3-642-11842-5_5
M.A. Christie, M.J. Blunt, Tenth SPE Comparative Solution Project: A Comparison of Upscaling Techniques Spe Reservoir Evaluation & Engineering. ,vol. 4, pp. 308- 317 ,(2001) , 10.2118/72469-PA
Nathan Bell, Steven Dalton, Luke N. Olson, Exposing Fine-Grained Parallelism in Algebraic Multigrid Methods SIAM Journal on Scientific Computing. ,vol. 34, ,(2012) , 10.1137/110838844
Hui Liu, Song Yu, Zhangxin Chen, Development of Algebraic Multigrid Solvers Using GPUs annual simulation symposium. ,(2013) , 10.2118/163661-MS
Song Yu, Hui Liu, Zhangxin John Chen, Ben Hsieh, Lei Shao, GPU-based Parallel Reservoir Simulation for Large-scale Simulation Problems Eurosurveillance. ,(2012) , 10.2118/152271-MS
Timothy A. Davis, Yifan Hu, The university of Florida sparse matrix collection ACM Transactions on Mathematical Software. ,vol. 38, pp. 1- 25 ,(2011) , 10.1145/2049662.2049663