Fuzzy-Model-Based H∞ Control for Markov Jump Nonlinear Slow Sampling Singularly Perturbed Systems With Partial Information

被引:94
|
作者
Li, Feng [1 ]
Xu, Shengyuan [1 ]
Shen, Hao [2 ,3 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Automat, Nanjing 210094, Jiangsu, Peoples R China
[2] Key Lab Informat Percept & Cooperat Control Multi, Nanjing 210094, Jiangsu, Peoples R China
[3] Anhui Univ Technol, Sch Elect & Informat Engn, Maanshan 243032, Peoples R China
关键词
Markov processes; Hidden Markov models; Symmetric matrices; Detectors; Standards; Fuzzy sets; Performance analysis; Fuzzy control; hidden Markov model (HMM); Markov jump systems (M[!text type='JS']JS[!/text]s); nonlinear singularly perturbed systems (SPSs); partial information; CONTROL DESIGN; H-2-CONTROL; FEEDBACK;
D O I
10.1109/TFUZZ.2019.2892922
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 concentrates on the fuzzy-model-based $H_{\infty }$ control for Markov jump nonlinear slow sampling singularly perturbed systems with partial information. The partial information problems including partial information on the transition probabilities of the Markov chain, on the Markov state, and on detection probabilities are taken into account simultaneously. A new hidden Markov model (HMM), in which some elements need not be known, is introduced to formulate the partial information problems. Some criteria on $H_{\infty }$ performance analysis and the existence of the desired HMM-based asynchronous fuzzy controller are derived. An optimized relaxation matrix is introduced to improve the decoupling method such that the obtained HMM-based asynchronous fuzzy controller is less conservative. Finally, two examples show the availability of the HMM-based asynchronous controller design procedures.
引用
收藏
页码:1952 / 1962
页数:11
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