Convergence of the iterative algorithm for a general Hammerstein system identification

被引:80
|
作者
Bai, Er-Wei [1 ]
Li, Kang [2 ]
机构
[1] Univ Iowa, Dept Elect & Comp Engn, Iowa City, IA 52242 USA
[2] Queens Univ, Sch Elect Elect Engn & Comp Sci, Belfast BT9 5AH, Antrim, North Ireland
关键词
System identification; Hammerstein systems; Recursive algorithm; MODEL IDENTIFICATION; NONLINEAR-SYSTEMS; LINEAR-SYSTEMS;
D O I
10.1016/j.automatica.2010.07.007
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The convergence of the iterative identification algorithm for a general Hammerstein system has been an open problem for a long time. In this paper, it is shown that the convergence can be achieved by incorporating a regularization procedure on the nonlinearity in addition to a normalization step on the parameters. (C) 2010 Elsevier Ltd. All rights reserved.
引用
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页码:1891 / 1896
页数:6
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