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arXiv 2602.00735math.NAcs.NA
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大规模并行Schwarz方法用于高频Helmholtz方程

Massively parallel Schwarz methods for the high frequency Helmholtz equation

SKLMS, Academy of Mathematics and Systems Science, Chinese Academy of Sciences(中国科学院数学与系统科学研究院);School of Mathematical Sciences, University of Chinese Academy of Sciences(中国科学院大学数学科学学院);School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen(香港中文大学(深圳)理工学院);Department of Mathematical Sciences, University of Bath(巴斯大学数学系)

Yan Xie, Shihua Gong, Ivan G. Graham, Euan A. Spence, Chen-Song Zhang

AI总结:

本文提出了一种大规模并行Schwarz方法,用于高效求解高频Helmholtz方程,通过引入完美匹配层传输条件,实现O(k)次迭代和O(kᵈ)的并行可扩展性。

摘要:

我们研究了并行单层重叠Schwarz方法用于求解高频Helmholtz方程的有限元离散化问题。所得到的线性系统是大、不定、病态且复数的。我们提出了一种实际的受限加性Schwarz方法,结合完美匹配层传输条件(RAS-PML),该方法最初是在理论设置中分析的(arXiv:2404.02156),并在arXiv:2408.16580中给出了一些数值实验。在我们的算法中,重叠区域宽度和每个子域上的额外PML层允许随着频率k→∞而以O(k⁻¹ log(k))的速率减小,并观察到这能确保良好的收敛性同时避免过度通信。在实验中,所提出的方法在笛卡尔域分解中实现了O(kᵈ)的并行可扩展性,并且对于d维Helmholtz问题(d=2,3)随着k的增加,迭代次数和收敛时间分别为O(k)。在本初步笔记中,我们限制在2D问题且常波速的实验上。细节、分析和扩展到可变波速和3D将在未来的工作中给出。

英文摘要:

We investigate the parallel one-level overlapping Schwarz method for solving finite element discretization of high-frequency Helmholtz equations. The resulting linear systems are large, indefinite, ill-conditioned, and complex-valued. We present a practical variant of the restricted additive Schwarz method with Perfectly Matched Layer transmission conditions (RAS-PML), which was originally analyzed in a theoretical setting in {\tt arXiv:2404.02156}, with some numerical experiments given in {\tt arXiv:2408.16580}. In our algorithm, the width of the overlap and the additional PML layer on each subdomain is allowed to decrease with $\mathcal{O}(k^{-1} \log(k))$, as the frequency $k \rightarrow \infty$, and this is observed to ensure good convergence while avoiding excessive communication. In experiments, the proposed method achieves $\mathcal{O}(k^d)$ parallel scalability under Cartesian domain decomposition and exhibits $\mathcal{O}(k)$ iteration counts and convergence time for $d$-dimensional Helmholtz problems ($d = 2,3$) as $k$ increases. In this preliminary note we restrict to experiments on 2D problems with constant wave speed. Details, analysis and extensions to variable wavespeed and 3D will be given in future work.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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