Recursive identification of certain structured time-varying state-space models

被引:2
|
作者
Moazzam, MH [1 ]
Hesketh, T [1 ]
Clements, DJ [1 ]
机构
[1] Univ New S Wales, Sch Elect Engn, Sydney, NSW 2052, Australia
来源
关键词
recursive algorithm; state-space model; time-varying forgetting factor;
D O I
10.1049/ip-cta:19971383
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper the authors develop a recursive algorithm for identification of a possibly overparameterised state-space model for time-varying linear systems. Each parameter of the model is either known, lies in a bounded region, or is unknown. The cost to be minimised, subject to the parameter constraints, is formed from the output prediction error together with penalty terms. The algorithm is adaptive with respect to the penalty terms. Furthermore, the paper develops a state-space balancing method consistent with structure, if possible, and also considers the introduction of a time-varying forgetting factor.
引用
收藏
页码:489 / 497
页数:9
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