NUMERICAL-METHODS FOR INVERSE SINGULAR VALUE-PROBLEMS

被引:41
作者
CHU, MT
机构
[1] North Carolina State Univ, Raleigh, NC
关键词
SINGULAR VALUES; INVERSE PROBLEM; PROJECTED GRADIENT; TANGENT VECTOR; LIFTING;
D O I
10.1137/0729054
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Two numerical methods-one continuous and the other discrete-are proposed for solving inverse singular value problems. The first method consists of solving an ordinary differential equation obtained from an explicit calculation of the projected gradient of a certain objective function. The second method generalizes an iterative process proposed originally by Friedland, Nocedal, and Overton [SIAM J. Numer. Anal., 24 (1987), pp. 634-667] for solving inverse eigenvalue problems. With the geometry understood from the first method, it is shown that the second method (also, the method proposed by Friedland, Nocedal, and Overton for inverse eigenvalue problems) is a variation of the Newton method. While the continuous method is expected to converge globally at a slower rate (in finding a stationary point of the objective function), the discrete method is proved to converge locally at a quadratic rate (if there is a solution). Some numerical examples are presented.
引用
收藏
页码:885 / 903
页数:19
相关论文
共 17 条
[11]   MAINTAINING SOLUTION INVARIANTS IN THE NUMERICAL-SOLUTION OF ODES [J].
GEAR, CW .
SIAM JOURNAL ON SCIENTIFIC AND STATISTICAL COMPUTING, 1986, 7 (03) :734-743
[12]  
Horn R.A, 2012, MATRIX ANAL, V2nd ed.
[13]  
Keller HB, 1978, RECENT ADV NUMERICAL, P73, DOI DOI 10.1016/B978-0-12-208360-0.50009-7
[14]   A NUMERICAL APPROACH TO THE INVERSE TOEPLITZ EIGENPROBLEM [J].
LAURIE, DP .
SIAM JOURNAL ON SCIENTIFIC AND STATISTICAL COMPUTING, 1988, 9 (02) :401-405
[15]   SOLUTION FIELDS OF NON-LINEAR EQUATIONS AND CONTINUATION METHODS [J].
RHEINBOLDT, WC .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 1980, 17 (02) :221-237
[16]  
SHAMPINE LF, 1975, COMPUTER SOLUTION OR
[17]  
[No title captured]