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- Title
swParaFEM: a highly efficient parallel finite element solver on Sunway many-core architecture.
- Authors
Pan, Jingshan; Xiao, Lei; Tian, Min; Liu, Tao; Wang, Yinglong
- Abstract
The simulation of three-dimensional stress and strain is a research hot spot of computational structural mechanics. As the complexity of the project increasing, the size of the matrix generated increases during the simulation. Therefore, a fast and efficient solver is needed. In this paper, we present swParaFEM, a highly efficient parallel finite element solver on Sunway many-core architecture. It is based on preconditioned conjugate gradient iteration algorithm. We launch a master–slave acceleration model to exploit the computational power of Sunway supercomputer. The kernel aggregation optimization scheme is proposed to deal with the problem that threads' frequent creation and destruction waste computing resources. Moreover, we improve the data transfer speed from the slave core to the master core through memory access optimization. Using several optimizations, we achieve a speedup of 10.5 × compared to the naive implementation on one compute group of an SW26010-Pro processor and a strong scaling efficiency of 62.8% on 512 compute groups.
- Subjects
STRUCTURAL mechanics; COMPUTATIONAL mechanics; PARALLEL algorithms; SUPERCOMPUTERS
- Publication
Journal of Supercomputing, 2023, Vol 79, Issue 10, p11427
- ISSN
0920-8542
- Publication type
Article
- DOI
10.1007/s11227-023-05114-5