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计算矩阵函数双线性形式的Krylov子空间算法的误差分析
引用本文:贾仲孝,孙晓琳.计算矩阵函数双线性形式的Krylov子空间算法的误差分析[J].计算数学,2020,42(1):117-130.
作者姓名:贾仲孝  孙晓琳
作者单位:清华大学数学科学系, 北京 100084
基金项目:国家自然科学基金资助(项目编号11771249).
摘    要:矩阵函数的双线性形式uTf(A)v出现在很多应用问题中,其中u,v ∈ Rn,A ∈ Rn×n,f(z)为给定的解析函数.开发其有效可靠的数值算法一直是近年来学术界所关注的问题,其中关于其数值算法的停机准则多种多样,但欠缺理论支持,可靠性存疑.本文将对矩阵函数的双线性形式uTf(A)v的数值算法和后验误差估计进行研究,给出其基于Krylov子空间算法的误差分析,导出相应的误差展开式,证明误差展开式的首项是一个可靠的后验误差估计,据此可以为算法设计出可靠的停机准则.

关 键 词:双线性形式  Krylov子空间方法  相对误差估计  停机准则  
收稿时间:2018-10-05

THE ERROR ANALYSIS OF THE KRYLOV SUBSPACE METHODS FOR COMPUTING THE BILINEAR FORM OF MATRIX FUNCTIONS
Jia Zhongxiao,Sun Xiaolin.THE ERROR ANALYSIS OF THE KRYLOV SUBSPACE METHODS FOR COMPUTING THE BILINEAR FORM OF MATRIX FUNCTIONS[J].Mathematica Numerica Sinica,2020,42(1):117-130.
Authors:Jia Zhongxiao  Sun Xiaolin
Institution:Department of Mathematical Sciences, Tsinghua University, Beijing 100084, China
Abstract:The bilinear form uTf(A)v of matrix functions is of wide interest in many applications, where u, v ∈ Rn, A ∈ Rn×n, f(z) is a given analytic function. In recent years, the efficient and reliable numerical algorithms for the bilinear form has been a research focus. Although there are numerous stopping criteria, they lack solid theoretical supports, and the reliability is unknown. In this paper, we consider the posteriori error estimates for the errors of approximate solutions of the matrix functions uTf(A)v. We derive an error expansion and prove that the first term of the error expansion can used as a reliable stopping criterion.
Keywords:bilinear form  Krylov subspace method  relative error analysis  stopping criterion
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