Event-Triggered Adaptive Fuzzy Control for Stochastic Nonlinear Systems With Unmeasured States and Unknown Backlash-Like Hysteresis

被引:181
|
作者
Zhu, Zhechen [1 ]
Pan, Yingnan [2 ]
Zhou, Qi [3 ,4 ]
Lu, Changxin [2 ]
机构
[1] Bohai Univ, Sch Informat Sci & Technol, Jinzhou 121013, Peoples R China
[2] Bohai Univ, Coll Engn, Jinzhou 121013, Peoples R China
[3] Guangdong Univ Technol, Sch Automat, Guangzhou 510006, Peoples R China
[4] Guangdong Univ Technol, Guangdong Prov Key Lab Intelligent Decis & Cooper, Guangzhou 510006, Peoples R China
基金
中国国家自然科学基金;
关键词
Nonlinear systems; Hysteresis; Adaptive control; Stochastic processes; Observers; Control systems; Adaptive fuzzy control; event-triggered mechanism; stochastic nonlinear systems; unknown backlash-like hysteresis; OUTPUT-FEEDBACK TRACKING; VARYING DELAY SYSTEMS; ALGORITHM; OBSERVER;
D O I
10.1109/TFUZZ.2020.2973950
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 investigates the event-triggered control problem for stochastic nonlinear systems with unmeasured states and unknown backlash-like hysteresis. Based on the fuzzy logic systems, the unknown nonlinear functions can be identified. Then, by utilizing a fuzzy state observer, the unmeasured states of the considered system can be estimated. Moreover, by introducing an event-triggered mechanism, the communication load can be largely reduced. By employing the backstepping control strategy and the adaptive control method, a novel adaptive fuzzy event-triggered control method is constructed. It is shown that whole signals in the closed-loop systems are, ultimately, semiglobally and uniformly bounded in probability. Moreover, the tracking errors and the observer errors are located in a small neighborhood around the origin. Finally, a numerical example is given to confirm the effectiveness of the design scheme.
引用
收藏
页码:1273 / 1283
页数:11
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