Data compression for estimation of the physical parameters of stable and unstable linear systems

被引:13
|
作者
Gawthrop, PJ [1 ]
Wang, LP
机构
[1] Univ Glasgow, Ctr Syst & Control, Glasgow G12 8QQ, Lanark, Scotland
[2] Univ Glasgow, Dept Mech Engn, Glasgow G12 8QQ, Lanark, Scotland
[3] RMIT Univ, Sch Elect & Comp Engn, Discipline Elect Energy & Control Syst, Melbourne, Vic 3000, Australia
基金
美国国家科学基金会;
关键词
parameter estimation; partially known systems; basis function;
D O I
10.1016/j.automatica.2005.03.013
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A two-stage method for the identification of physical system parameters from experimental data is presented. The first stage compresses the data as an empirical model which encapsulates the data content at frequencies of interest. The second stage then uses data extracted from the empirical model of the first stage within a nonlinear estimation scheme to estimate the unknown physical parameters. Furthermore, the paper proposes use of exponential data weighting in the identification of partially unknown, unstable systems so that they can be treated in the same framework as stable systems. Experimental data are used to demonstrate the efficacy of the proposed approach. © 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1313 / 1321
页数:9
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