Fuzzy Control and Filtering for Nonlinear Singularly Perturbed Markov Jump Systems

被引:132
作者
Wang, Yueying [1 ]
Ahn, Choon Ki [2 ]
Yan, Huaicheng [3 ,4 ]
Xie, Shaorong [1 ]
机构
[1] Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200444, Peoples R China
[2] Korea Univ, Sch Elect Engn, Seoul 136701, South Korea
[3] East China Jiaotong Univ, Sch Elect & Automat Engn, Nanchang 330013, Jiangxi, Peoples R China
[4] East China Univ Sci & Technol, Minist Educ, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Filtering; output-feedback control; piecewise-homogeneous Markov jump system; singularly perturbed system (SPS); Takagi-Sugeno fuzzy model; POLE-PLACEMENT CONSTRAINTS; OUTPUT-FEEDBACK CONTROL; CONTROL DESIGN; STABILIZATION; STABILITY;
D O I
10.1109/TCYB.2020.3004226
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article addresses the H-infinity control and filtering problems for Markov jump singularly perturbed systems approximated by Takagi-Sugeno fuzzy models. The underlying transition probabilities (TPs) are assumed to vary randomly in a finite set, which is characterized by a higher level TP matrix. The mode- and variation-dependent fuzzy static outputfeedback controller (SOFC) and filter are designed, respectively, to fulfill the control and filtering purposes. To facilitate the fuzzy SOFC synthesis, the closed-loop system is transformed into a fuzzy piecewise-homogeneous Markov jump singularly perturbed descriptor system (MJSPDS) by descriptor representation. A rigorous proof of mean-square exponential admissibility for the resulting fuzzy MJSPDS is presented. The criterion ensuring the mean-square exponential stability of the fuzzy filtering error system is further formed based on similar procedures. By setting the specific forms of the related matrix variables, the solutions for the predesigned fuzzy SOFC and filter are furnished, respectively. Finally, feasibility and validities of the developed fuzzy control and filtering results are verified by two practical examples.
引用
收藏
页码:297 / 308
页数:12
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