Optimal worst case estimation for LPV-FIR models with bounded errors

被引:9
作者
Belforte, G
Gay, P
机构
[1] Politecn Torino, Dipartimento Automat & Informat, I-10129 Turin, Italy
[2] Univ Turin, Dipartimento Econ & Ingn Agr Forestale & Ambienta, Grugliasco, TO, Italy
关键词
LPV models; parameter uncertainties; set membership identification; optimal experiment design; worst case design;
D O I
10.1016/j.sysconle.2004.05.004
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 discrete time linear parameter varying (LPV) models with finite impulse response (FIR) dynamic structure are considered. Measurement errors are assumed to be bounded. In such condition optimal input sequences minimizing the worst case parameter uncertainties are derived. The main result of this paper consists in finding optimal worst case input sequences for LPV-FIR models. These are obtained suitably combining the optimal design results for standing alone invariant FIR models and standing alone nonlinear memoryless blocks. The quite relevant improvement obtained using optimal input sequences instead of random sequences is shown by simulation. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:259 / 268
页数:10
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