Event-Triggered and Asynchronous Reduced-Order Filtering Codesign for Fuzzy Markov Jump Systems

被引:19
|
作者
Tao, Jie [1 ,2 ]
Xiao, Zehui [1 ,2 ]
Rao, Hongxia [1 ,2 ]
Wu, Jun [3 ]
Lu, Renquan [1 ,2 ]
Shi, Peng [4 ]
Wang, Xiaofeng [5 ]
机构
[1] Guangdong Univ Technol, Sch Automat, Guangzhou 510006, Peoples R China
[2] Guangdong Univ Technol, Guangdong Prov Key Lab Intelligent Decis & Cooper, Guangzhou 510006, Peoples R China
[3] Zhejiang Univ, Inst Cyber Syst & Control, Hangzhou 310027, Peoples R China
[4] Univ Adelaide, Sch Elect & Elect Engn, Adelaide, SA 5005, Australia
[5] Univ South Carolina, Dept Elect Engn, Columbia, SC 29208 USA
基金
中国国家自然科学基金;
关键词
Markov processes; Hidden Markov models; Matrix converters; Research and development; Power systems; Linear matrix inequalities; Filtering; Dissipativity; event-triggered mechanism; reduced-order filter; Takagi-Sugeno (T-S) fuzzy Markov jump systems; DISSIPATIVE CONTROL; DESIGN; MODEL;
D O I
10.1109/TSMC.2021.3079467
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 is devoted to the investigation of reduced-order dissipative filtering for Takagi-Sugeno (T-S) fuzzy Markov jump systems with the event-triggered mechanism. For the proposed event-triggered mechanism, its threshold parameter is constructed as a special diagonal matrix which can improve system performance by flexibly adjusting the matrix elements. Due to the impact of the sampling behaviors and the environmental disturbance, the asynchronization between the filter and the estimated system is considered in this article, which can be characterized by the hidden Markov model. Through handling the linear matrix inequalities (LMIs) with some slack matrices, event-triggered fuzzy filters are designed to guarantee the resulting system is stochastically stable and strictly dissipative. The proposed filter parameters are obtained by solving LMIs. Ultimately, both the effectiveness and advantages of the proposed reduced-order filter with the event-triggered mechanism are verified by a practical example.
引用
收藏
页码:3937 / 3946
页数:10
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