A surrogate hyperplane Kaczmarz method for solving consistent linear equations

被引:3
|
作者
Wang, Ze [1 ]
Yin, Jun-Feng [1 ]
机构
[1] Tongji Univ, Sch Math Sci, NO 1239, Siping Rd, Shanghai 200092, Peoples R China
基金
中国国家自然科学基金;
关键词
Kaczmarz method; Surrogate hyperplane; Consistent linear equations; Convergence; ITERATIVE METHODS; RECONSTRUCTION; CONVERGENCE; ALGORITHM;
D O I
10.1016/j.aml.2023.108704
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Kaczmarz method is a traditional and widely used iterative method for solving consistent linear equations while its randomized version recently attracts much more attention due to its linear convergence rate in expectation. A general scheme of surrogate hyperplane Kaczmarz method is proposed to generate a new hyperplane by combining a number of selected hyperplanes. In particular, the residual-based surrogate hyperplane Kaczmarz method is presented and its convergence rate is studied in details. Numerical experiments further show that the proposed method is efficient and faster than the existing method.(c) 2023 Elsevier Ltd. All rights reserved.
引用
收藏
页数:9
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