Preconditioners for large dense matrices in a low-rank format

Abstract In this paper, we apply low rank approximations to a large dense matrix in the solution of an integral equation in the problems of electromagnetic wave diffraction on a perfectly conductive object. In the case of a large wave number, the matrix of the system becomes ill-conditioned, therefore, we propose to use a preconditioner to solve the system with such a matrix by an iterative method. Based on block-sparse matrices, two types of preconditioners are constructed in this paper. Low-rank approximations are used to store the factors of the LU decomposition of the preconditioner matrix. The preconditioners make it possible to obtain a solution to the diffraction problem on a perfectly conductive object of 120 wavelengths.

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Publication Details

Journal
Russian Journal of Numerical Analysis and Mathematical Modelling
Published
2025-02-01
DOI
https://doi.org/10.1515/rnam-2025-0005
Primary Topic
Electromagnetic Scattering and Analysis
Type
article
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article

Preconditioners for large dense matrices in a low-rank format

S. L. Stavtsev
Russian Journal of Numerical Analysis and Mathematical Modelling
Electromagnetic Scattering and Analysis
article

Preconditioners for large dense matrices in a low-rank format

S. L. Stavtsev
article en

Abstract

Abstract In this paper, we apply low rank approximations to a large dense matrix in the solution of an integral equation in the problems of electromagnetic wave diffraction on a perfectly conductive object. In the case of a large wave number, the matrix of the system becomes ill-conditioned, therefore, we propose to use a preconditioner to solve the system with such a matrix by an iterative method. Based on block-sparse matrices, two types of preconditioners are constructed in this paper. Low-rank approximations are used to store the factors of the LU decomposition of the preconditioner matrix. The preconditioners make it possible to obtain a solution to the diffraction problem on a perfectly conductive object of 120 wavelengths.

Russian Journal of Numerical Analysis and Mathematical ModellingVol. 40(1)
Russian Academy of Sciences (RU), Institute of Numerical Mathematics (RU)
Openalex Percentile: Top 98%
Electromagnetic Scattering and Analysis
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