Hidden-Markov-Model-Based Asynchronous H∞ Tracking Control of Fuzzy Markov Jump Systems

被引:90
作者
Xue, Min [1 ]
Yan, Huaicheng [2 ,3 ]
Zhang, Hao [4 ]
Sun, Jun [5 ]
Lam, Hak-Keung [6 ]
机构
[1] East China Univ Sci & Technol, Sch Informat Sci & Engn, Shanghai 200237, Peoples R China
[2] East China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
[3] Hubei Normal Univ, Coll Mechatron & Control Engn, Huangshi 435002, Hubei, Peoples R China
[4] Tongji Univ, Dept Control Sci & Engn, Shanghai 200092, Peoples R China
[5] Shanghai Key Lab Space Intelligent Control Techno, Shanghai 201100, Peoples R China
[6] Kings Coll London, Dept Informat, London WC2R 2LS, England
基金
中国国家自然科学基金;
关键词
Hidden Markov models; Control systems; Markov processes; Symmetric matrices; Fuzzy systems; Manganese; Nonlinear systems; Asynchronous control; hidden Markov model (HMM); Markov jump systems (M[!text type='JS']JS[!/text]s); output tracking control; packet loss; STABILITY ANALYSIS; STABILIZATION;
D O I
10.1109/TFUZZ.2020.2968878
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article is concerned with the problem of imperfect premise matching asynchronous H-infinity output tracking control for Takagi-Sugeno fuzzy Markov jump systems. A hidden Markov model is established due to the fact that the modes information of the system may not be accurately transmitted to the controller, which is used to depict the asynchronous phenomenon between the system modes and controller modes. The packet loss in the communication process is described by a stochastic variable subject to Bernoulli distribution. Then, based on a novel Lyapunov function, the mode-dependent and fuzzy-basis-dependent stability criteria are derived and the asynchronous control scheme is developed subject to an H-infinity tracking performance. Finally, two examples are provided to demonstrate the effectiveness of the proposed approach.
引用
收藏
页码:1081 / 1092
页数:12
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