Structure Preprocessing Method for the System of Unclosed Linear Algebraic Equations

The complexity of open linear algebraic equations makes it difficult to obtain analytical solutions, and preprocessing techniques can be applied to coefficient matrices, which has become an effective method to accelerate the convergence of iterative methods. Therefore, it is important to preprocess...

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Main Authors: Ling Li, Yongxian Li
Format: Article
Language:English
Published: Wiley 2022-01-01
Series:Journal of Mathematics
Online Access:http://dx.doi.org/10.1155/2022/5435076
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author Ling Li
Yongxian Li
author_facet Ling Li
Yongxian Li
author_sort Ling Li
collection DOAJ
description The complexity of open linear algebraic equations makes it difficult to obtain analytical solutions, and preprocessing techniques can be applied to coefficient matrices, which has become an effective method to accelerate the convergence of iterative methods. Therefore, it is important to preprocess the structure of open linear algebraic equations to reduce their complexity. Open linear algebraic equations can be divided into symmetric linear equations and asymmetric linear equations. The former is based on 2 × 2. The latter is preprocessed by the improved QMRGCGS method, and the applications of the two methods are analyzed, respectively. The experimental results show that when the step is 500, the pretreatment time of quasi-minimal residual generalized conjugate gradient square 2 method is 34.23 s, that of conjugate gradient square 2 method is 35.14 s, and that of conjugate gradient square method is 45.20 s, providing a new reference method and idea for solving and preprocessing non-closed linear algebraic equations.
format Article
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institution Kabale University
issn 2314-4785
language English
publishDate 2022-01-01
publisher Wiley
record_format Article
series Journal of Mathematics
spelling doaj-art-4c0d1ff2766e4412ab9528d1a9b44f272025-02-03T01:32:03ZengWileyJournal of Mathematics2314-47852022-01-01202210.1155/2022/5435076Structure Preprocessing Method for the System of Unclosed Linear Algebraic EquationsLing Li0Yongxian Li1School of Mathematics & PhysicsSchool of Mathematics & PhysicsThe complexity of open linear algebraic equations makes it difficult to obtain analytical solutions, and preprocessing techniques can be applied to coefficient matrices, which has become an effective method to accelerate the convergence of iterative methods. Therefore, it is important to preprocess the structure of open linear algebraic equations to reduce their complexity. Open linear algebraic equations can be divided into symmetric linear equations and asymmetric linear equations. The former is based on 2 × 2. The latter is preprocessed by the improved QMRGCGS method, and the applications of the two methods are analyzed, respectively. The experimental results show that when the step is 500, the pretreatment time of quasi-minimal residual generalized conjugate gradient square 2 method is 34.23 s, that of conjugate gradient square 2 method is 35.14 s, and that of conjugate gradient square method is 45.20 s, providing a new reference method and idea for solving and preprocessing non-closed linear algebraic equations.http://dx.doi.org/10.1155/2022/5435076
spellingShingle Ling Li
Yongxian Li
Structure Preprocessing Method for the System of Unclosed Linear Algebraic Equations
Journal of Mathematics
title Structure Preprocessing Method for the System of Unclosed Linear Algebraic Equations
title_full Structure Preprocessing Method for the System of Unclosed Linear Algebraic Equations
title_fullStr Structure Preprocessing Method for the System of Unclosed Linear Algebraic Equations
title_full_unstemmed Structure Preprocessing Method for the System of Unclosed Linear Algebraic Equations
title_short Structure Preprocessing Method for the System of Unclosed Linear Algebraic Equations
title_sort structure preprocessing method for the system of unclosed linear algebraic equations
url http://dx.doi.org/10.1155/2022/5435076
work_keys_str_mv AT lingli structurepreprocessingmethodforthesystemofunclosedlinearalgebraicequations
AT yongxianli structurepreprocessingmethodforthesystemofunclosedlinearalgebraicequations