NUMERICAL COMPUTATION OF AN ANALYTIC SINGULAR VALUE DECOMPOSITION OF A MATRIX VALUED FUNCTION

被引:120
|
作者
BUNSEGERSTNER, A
BYERS, R
MEHRMANN, V
NICHOLS, NK
机构
[1] UNIV KANSAS,DEPT MATH,LAWRENCE,KS 66045
[2] UNIV BIELEFELD,FAK MATH,W-4800 BIELEFELD 1,GERMANY
[3] UNIV READING,DEPT MATH,READING RG6 2AH,BERKS,ENGLAND
关键词
D O I
10.1007/BF01385712
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper extends the singular value decomposition to a path of matrices E(t). An analytic singular value decomposition of a path of matrices E(t) is an analytic path of factorizations E(t) = X(t)S(t)y(t)T where X(t) and Y(t) are orthogonal and S(t) is diagonal. To maintain differentiability the diagonal entries of S(t) are allowed to be either positive or negative and to appear in any order. This paper investigates existence and uniqueness of analytic SVD's and develops an algorithm for computing them. We show that a real analytic path E(t) always admits a real analytic SVD, a full-rank, smooth path E(t) with distinct singular values admits a smooth SVD. We derive a differential equation for the left factor, develop Euler-like and extrapolated Euler-like numerical methods for approximating an analytic SVD and prove that the Euler-like method converges.
引用
收藏
页码:1 / 39
页数:39
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