STRUCTURE IDENTIFICATION OF NONLINEAR DYNAMIC-SYSTEMS - A SURVEY ON INPUT OUTPUT APPROACHES

被引:439
作者
HABER, R
UNBEHAUEN, H
机构
[1] RUHR UNIV BOCHUM, DEPT ELECT ENGN, W-4630 BOCHUM, GERMANY
[2] RUHR UNIV BOCHUM, INST AUTOMAT CONTROL, W-4630 BOCHUM, GERMANY
关键词
identification; models; Nonlinear process; structure identification;
D O I
10.1016/0005-1098(90)90044-I
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 [计算机科学与技术];
摘要
In the past several methods have been elaborated for the identification of nonlinear dynamic systems. Most of the methods assume that the structure of the system is given a priori. Therefore they are in reality parameter estimation algorithms and structure identification is thus usually performed by repeated parameter estimation. However in nonlinear system theory several methods are known to determine the structure of a system. In this paper structure identification of block-oriented (especially cascade) models, of semi-linear dynamic models with signal-dependent parameters and of nonlinear dynamic models being linear in the parameters will be considered. Different structure selection methods are summarized based on step and impulse tests, frequency response measurements, correlation analysis, repeated reproducible tests and normal operating data. © 1990.
引用
收藏
页码:651 / 677
页数:27
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