JOURNAL ARTICLE

Hermitian and Skew-Hermitian Splitting Methods for Non-Hermitian Positive Definite Linear Systems

Zhong‐Zhi BaiGene H. GolubMichael K. Ng

Year: 2003 Journal:   SIAM Journal on Matrix Analysis and Applications Vol: 24 (3)Pages: 603-626   Publisher: Society for Industrial and Applied Mathematics

Abstract

We study efficient iterative methods for the large sparse non-Hermitian positive definite system of linear equations based on the Hermitian and skew-Hermitian splitting of the coefficient matrix. These methods include a Hermitian/skew-Hermitian splitting (HSS) iteration and its inexact variant, the inexact Hermitian/skew-Hermitian splitting (IHSS) iteration, which employs some Krylov subspace methods as its inner iteration processes at each step of the outer HSS iteration. Theoretical analyses show that the HSS method converges unconditionally to the unique solution of the system of linear equations. Moreover, we derive an upper bound of the contraction factor of the HSS iteration which is dependent solely on the spectrum of the Hermitian part and is independent of the eigenvectors of the matrices involved. Numerical examples are presented to illustrate the effectiveness of both HSS and IHSS iterations. In addition, a model problem of a three-dimensional convection-diffusion equation is used to illustrate the advantages of our methods.

Keywords:
Hermitian matrix Krylov subspace Mathematics Positive-definite matrix Eigenvalues and eigenvectors Arnoldi iteration Applied mathematics Iterative method Coefficient matrix Linear system Hermitian function Matrix (chemical analysis) Generalized minimal residual method Mathematical analysis Pure mathematics Algorithm Physics

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Citation History

Topics

Matrix Theory and Algorithms
Physical Sciences →  Computer Science →  Computational Theory and Mathematics
Numerical methods for differential equations
Physical Sciences →  Mathematics →  Numerical Analysis
Electromagnetic Scattering and Analysis
Physical Sciences →  Physics and Astronomy →  Atomic and Molecular Physics, and Optics

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