Block-Toeplitz/Hankel structured total least squares

被引:32
|
作者
Markovsky, I
Van Huffel, S
Pintelon, R
机构
[1] Katholieke Univ Leuven, ESAT SCD SISTA, B-3001 Heverlee, Belgium
[2] Vrije Univ Brussels, Dept ELEC, B-1050 Brussels, Belgium
关键词
parameter estimation; total least squares; structured total least squares; system identification; model reduction;
D O I
10.1137/S0895479803434902
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A structured total least squares problem is considered in which the extended data matrix is partitioned into blocks and each of the blocks is block-Toeplitz/Hankel structured, unstructured, or exact. An equivalent optimization problem is derived and its properties are established. The special structure of the equivalent problem enables us to improve the computational efficiency of the numerical solution methods. By exploiting the structure, the computational complexity of the algorithms ( local optimization methods) per iteration is linear in the sample size. Application of the method for system identification and for model reduction is illustrated by simulation examples.
引用
收藏
页码:1083 / 1099
页数:17
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