DocumentCode :
1360048
Title :
Robust H_{\\infty } Filtering for a Class of Nonlinear Networked Systems With Multiple Stochastic Communication Delays and Packet Dropouts
Author :
Dong, Hongli ; Wang, Zidong ; Gao, Huijun
Author_Institution :
Space Control & Inertial Technol. Res. Center, Harbin Inst. of Technol., Harbin, China
Volume :
58
Issue :
4
fYear :
2010
fDate :
4/1/2010 12:00:00 AM
Firstpage :
1957
Lastpage :
1966
Abstract :
In this paper, the robust H filtering problem is studied for a class of uncertain nonlinear networked systems with both multiple stochastic time-varying communication delays and multiple packet dropouts. A sequence of random variables, all of which are mutually independent but obey Bernoulli distribution, are introduced to account for the randomly occurred communication delays. The packet dropout phenomenon occurs in a random way and the occurrence probability for each sensor is governed by an individual random variable satisfying a certain probabilistic distribution in the interval. The discrete-time system under consideration is also subject to parameter uncertainties, state-dependent stochastic disturbances and sector-bounded nonlinearities. We aim to design a linear full-order filter such that the estimation error converges to zero exponentially in the mean square while the disturbance rejection attenuation is constrained to a give level by means of the H performance index. Intensive stochastic analysis is carried out to obtain sufficient conditions for ensuring the exponential stability as well as prescribed H performance for the overall filtering error dynamics, in the presence of random delays, random dropouts, nonlinearities, and the parameter uncertainties. These conditions are characterized in terms of the feasibility of a set of linear matrix inequalities (LMIs), and then the explicit expression is given for the desired filter parameters. Simulation results are employed to demonstrate the effectiveness of the proposed filter design technique in this paper.
Keywords :
H control; asymptotic stability; delays; discrete time systems; filtering theory; linear matrix inequalities; mean square error methods; nonlinear control systems; random sequences; robust control; statistical distributions; stochastic systems; Bernoulli distribution; discrete-time system; exponential stability; filter design technique; filtering error dynamics; linear matrix inequalities; mean square error; multiple packet dropouts; multiple stochastic time-varying communication delays; nonlinear network system; parameter uncertainty; probabilistic distribution; random variable sequence; robust H filtering; stochastic analysis; Delay; Filtering; Nonlinear filters; Performance analysis; Random variables; Robustness; Sensor phenomena and characterization; Stochastic systems; Time varying systems; Uncertain systems; Networked systems; nonlinear systems; packet dropout; robust $H_{infty}$ filtering; stochastic systems; stochastic time-varying communication delays;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2009.2038965
Filename :
5356162
Link To Document :
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