STRUCTURED TOTAL LEAST-SQUARES AND L2 APPROXIMATION-PROBLEMS

被引:107
作者
DEMOOR, B [1 ]
机构
[1] UNIV MINNESOTA, INST MATH & APPLICAT, MINNEAPOLIS, MN 55455 USA
基金
美国国家科学基金会;
关键词
D O I
10.1016/0024-3795(93)90468-4
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
It is shown how structured and weighted total least squares and L2 approximation problems lead to a ''nonlinear'' generalized singular value decomposition. An inverse iteration scheme to find a (local) minimum is proposed. The emphasis of the paper is not on the convergence analysis of the algorithm; rather the purpose is to illustrate its use in numerous applications in systems and control, including total least squares with relative errors and/or fixed elements, inverse singular value problems, an errors-in-variables variant of the Kalman filter, impulse response realization from noisy data, H-2 model reduction, H-2 system identification, and calculating the largest stability radius of uncertain linear systems. Several numerical examples are given.
引用
收藏
页码:163 / 205
页数:43
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