Interface Splitting Algorithm: A Parallel Solution to Diagonally Dominant Tridiagonal Systems

IF 1.9 Q2 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Computation Pub Date : 2023-09-21 DOI:10.3390/computation11090187
Arpiruk Hokpunna
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引用次数: 0

Abstract

We present an interface-splitting algorithm (ITS) for solving diagonally dominant tridiagonal systems in parallel. The construction of the ITS algorithm profits from bidirectional links in modern networks, and it only needs one synchronization step to solve the system. The algorithm trades some necessary accuracy for better parallel performance. The accuracy and the performance of the ITS algorithm are evaluated on four different parallel machines of up to 2048 processors. The proposed algorithm scales very well, and it is significantly faster than the algorithm used in ScaLAPACK. The applicability of the algorithm is demonstrated in the three-dimensional simulations of turbulent channel flow at Reynolds number 41,430.
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接口分裂算法:对角占优三对角系统的并行解
提出了一种对角占优三对角系统并行求解的接口分裂算法。ITS算法的构建利用了现代网络中的双向链路,只需要一个同步步骤即可求解系统。该算法以一定的精度换取更好的并行性能。在4台多达2048个处理器的并行机器上对ITS算法的精度和性能进行了评估。该算法的可扩展性非常好,并且比ScaLAPACK中使用的算法要快得多。通过雷诺数为41430的紊流通道三维模拟,验证了该算法的适用性。
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来源期刊
Computation
Computation Mathematics-Applied Mathematics
CiteScore
3.50
自引率
4.50%
发文量
201
审稿时长
8 weeks
期刊介绍: Computation a journal of computational science and engineering. Topics: computational biology, including, but not limited to: bioinformatics mathematical modeling, simulation and prediction of nucleic acid (DNA/RNA) and protein sequences, structure and functions mathematical modeling of pathways and genetic interactions neuroscience computation including neural modeling, brain theory and neural networks computational chemistry, including, but not limited to: new theories and methodology including their applications in molecular dynamics computation of electronic structure density functional theory designing and characterization of materials with computation method computation in engineering, including, but not limited to: new theories, methodology and the application of computational fluid dynamics (CFD) optimisation techniques and/or application of optimisation to multidisciplinary systems system identification and reduced order modelling of engineering systems parallel algorithms and high performance computing in engineering.
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