Identification of finite dimensional models of infinite dimensional dynamical systems

被引:73
作者
Coca, D [1 ]
Billings, SA [1 ]
机构
[1] Univ Sheffield, Dept Automat Control & Syst Engn, Sheffield S1 3JD, S Yorkshire, England
基金
英国工程与自然科学研究理事会;
关键词
system identification; infinite dimensional systems; finite elements; nonlinear systems; partial differential equations; parameter estimation;
D O I
10.1016/S0005-1098(02)00099-7
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 identification of finite dimensional discrete-time models of deterministic linear and nonlinear infinite dimensional systems from pointwise observations is investigated. The input and output observations are used to construct finite dimensional approximations of the solution and the forcing function which are expanded in terms of a finite element basis. An algorithm to determine a minimal basis to approximate the data is introduced. Subsequently, the resulting coordinate vectors are used to identify a finite dimensional discrete-time model, Theoretical results concerning the existence, stability and convergence of the finite dimensional representation are established. Numerical results involving identification of finite dimensional models for both linear and nonlinear infinite dimensional systems are presented. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:1851 / 1865
页数:15
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