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

被引:96
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
相关论文
共 43 条
[21]   Network-Based Quantized Control for Fuzzy Singularly Perturbed Semi-Markov Jump Systems and Its Application [J].
Shen, Hao ;
Men, Yunzhe ;
Wu, Zheng-Guang ;
Cao, Jinde ;
Lu, Guoping .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2019, 66 (03) :1130-1140
[22]   Fuzzy-Model-Based Nonfragile Control for Nonlinear Singularly Perturbed Systems With Semi-Markov Jump Parameters [J].
Shen, Hao ;
Li, Feng ;
Wu, Zheng-Guang ;
Park, Ju H. ;
Sreeram, Victor .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2018, 26 (06) :3428-3439
[23]   Slow State Variables Feedback Stabilization for Semi-Markov Jump Systems With Singular Perturbations [J].
Shen, Hao ;
Li, Feng ;
Xu, Shengyuan ;
Sreeram, Victor .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2018, 63 (08) :2709-2714
[24]   Nonfragile H∞ Control for Fuzzy Markovian Jump Systems Under Fast Sampling Singular Perturbation [J].
Shen, Hao ;
Men, Yunzhe ;
Wu, Zheng-Guang ;
Park, Ju H. .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2018, 48 (12) :2058-2069
[25]   Nonfragile asynchronous control for uncertain chaotic Lurie network systems with Bernoulli stochastic process [J].
Shi, Kaibo ;
Tang, Yuanyan ;
Zhong, Shouming ;
Yin, Chun ;
Huang, Xuegang ;
Wang, Wenqin .
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2018, 28 (05) :1693-1714
[26]   Asynchronous sliding mode control of Markovian jump systems with time-varying delays and partly accessible mode detection probabilities [J].
Song, Jun ;
Niu, Yugang ;
Zou, Yuanyuan .
AUTOMATICA, 2018, 93 :33-41
[27]   H2-Control of Continuous-Time Hidden Markov Jump Linear Systems [J].
Stadtmann, F. ;
Costa, O. L. V. .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 62 (08) :4031-4037
[28]   Mixed H∞ and passive event-triggered reliable control for T-S fuzzy Markov jump systems [J].
Su, Lei ;
Ye, Dan .
NEUROCOMPUTING, 2018, 281 :96-105
[29]   H∞ control for discrete-time singularly perturbed systems with two Markov processes [J].
Wang, Guoliang ;
Zhang, Qingling ;
Sreeram, Victor .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2010, 347 (05) :836-847
[30]   Dissipative fault-tolerant control for nonlinear singular perturbed systems with Markov jumping parameters based on slow state feedback [J].
Wang, Jing ;
Liang, Kun ;
Huang, Xia ;
Wang, Zhen ;
Shen, Hao .
APPLIED MATHEMATICS AND COMPUTATION, 2018, 328 :247-262