DocumentCode :
3302484
Title :
Optimal H filtering for nonlinear delayed systems with multiple sensors
Author :
Liu, Meiqin ; Li, X. Rong
Author_Institution :
Dept. of Syst. Sci. & Eng., Zhejiang Univ., Hangzhou, China
fYear :
2009
fDate :
15-18 Dec. 2009
Firstpage :
5466
Lastpage :
5471
Abstract :
We investigate the problem of multi-sensor optimal H filtering for a class of nonlinear systems with time delays. We use a nonlinear system model consisting of a linear dynamic system and a bounded static nonlinear operator. It unifies some (delayed) intelligent systems, including neural networks, Takagi and Sugeno (T-S) fuzzy models, Lur´e systems, as well as linear systems. Based on the H performance analysis of this nonlinear model via linear matrix inequality, we design centralized and distributed filters for multi-sensor time-delayed systems to guarantee the asymptotic stability of the fusion error systems and minimize the effect of the noise signals on the filtering error, and compare the effectiveness of centralized and distributed filters. We obtain parameters of these filters by solving an eigenvalue problem (EVP). A simulation example is provided to illustrate the design procedure and performance.
Keywords :
H control; delays; eigenvalues and eigenfunctions; filtering theory; linear matrix inequalities; linear systems; neural nets; nonlinear systems; H performance analysis; Lure systems; Takagi and Sugeno fuzzy models; asymptotic stability; bounded static nonlinear operator; centralized filters; delayed intelligent systems; distributed filters; eigenvalue problem; fusion error systems; linear dynamic system; linear matrix inequality; multiple sensors; neural networks; noise signals; nonlinear systems; optimal H filtering; time delays;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control, 2009 held jointly with the 2009 28th Chinese Control Conference. CDC/CCC 2009. Proceedings of the 48th IEEE Conference on
Conference_Location :
Shanghai
ISSN :
0191-2216
Print_ISBN :
978-1-4244-3871-6
Electronic_ISBN :
0191-2216
Type :
conf
DOI :
10.1109/CDC.2009.5400014
Filename :
5400014
Link To Document :
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