Dissipativity-based filtering of nonlinear periodic Markovian jump systems: The discrete-time case

被引:17
|
作者
Tao, Jie [1 ]
Su, Hongye [1 ]
Lu, Renquan [2 ]
Wu, Zheng-Guang [1 ]
机构
[1] Zhejiang Univ, State Key Lab Ind Control Technol, Inst Cyber Syst & Control, Hangzhou 310027, Zhejiang, Peoples R China
[2] Hangzhou Dianzi Univ, Inst Informat & Control, Hangzhou 310018, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Dissipative filtering; Discrete-time; Periodic Markovian jump systems; Data packet dropout; DEPENDENT STABILITY ANALYSIS; HOPFIELD NEURAL-NETWORKS; EVENT-TRIGGERED CONTROL; LINEAR-SYSTEMS; EXPONENTIAL STABILITY; SINGULAR SYSTEMS; DELAY SYSTEMS; PARAMETERS; STATE; STABILIZATION;
D O I
10.1016/j.neucom.2015.07.019
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper is concerned with the problem of dissipative filtering for discrete-time periodic Markovian jump systems with bounded nonlinearity. It is assumed that the data measurements from the plant to the filter are subject to randomly occurred packet dropouts satisfying Bernoulli distribution. The purpose of this paper is to design a filter such that the filtering error system is stochastically stable and strictly (Q, S, R)-dissipative. To eliminate the cross coupling between the Lyapunov matrix and system matrices, some slack matrix variables are introduced. Based on a mode-dependent and basis-dependent Lyapunov function, a sufficient condition of the desired dissipative filter in terms of linear matrix inequalities (LMIs) for discrete-time Periodic Markovian Jump Systems with bounded nonlinearity is derived. Finally, a numerical example is exploited to demonstrate the effectiveness of the proposed filter design method. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:807 / 814
页数:8
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