A Preconditioned MINRES Method for Block Lower Triangular Toeplitz Systems

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-07-13 DOI:10.1007/s10915-024-02611-4
Congcong Li, Xuelei Lin, Sean Hon, Shu-Lin Wu
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Abstract

In this study, a novel preconditioner based on the absolute-value block \(\alpha \)-circulant matrix approximation is developed, specifically designed for nonsymmetric dense block lower triangular Toeplitz (BLTT) systems that emerge from the numerical discretization of evolutionary equations. Our preconditioner is constructed by taking an absolute-value of a block \(\alpha \)-circulant matrix approximation to the BLTT matrix. To apply our preconditioner, the original BLTT linear system is converted into a symmetric form by applying a time-reversing permutation transformation. Then, with our preconditioner, the preconditioned minimal residual method (MINRES) solver is employed to solve the symmetrized linear system. With properly chosen \(\alpha \), the eigenvalues of the preconditioned matrix are proven to be clustered around \(\pm 1\) without any significant outliers. With the clustered spectrum, we show that the preconditioned MINRES solver for the preconditioned system has a convergence rate independent of system size. The efficacy of the proposed preconditioner is corroborated by our numerical experiments, which reveal that it attains optimal convergence.

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块下三角托普利兹系统的预处理 MINRES 方法
在本研究中,我们开发了一种基于绝对值块(\α \)-圆周矩阵近似的新型预处理器,专门用于进化方程数值离散化过程中出现的非对称密集块下三角托普利兹(BLTT)系统。我们的前置条件器是通过对 BLTT 矩阵取块 \(α \)-循环矩阵近似值的绝对值来构建的。为了应用我们的前置条件器,原始的 BLTT 线性系统通过应用时间逆变换变换转换成对称形式。然后,利用我们的前置条件器,采用前置条件最小残差法(MINRES)求解器求解对称线性系统。通过正确选择 \(α),证明预处理矩阵的特征值围绕 \(\pm 1)聚类,没有任何明显的异常值。通过聚类谱,我们证明了针对预处理系统的预处理 MINRES 求解器具有与系统规模无关的收敛速率。我们的数值实验证实了所提出的预条件器的功效,实验表明它达到了最佳收敛效果。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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