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
相关论文
共 50 条
  • [41] Adaptive neural tracking control for nonstrict-feedback nonlinear systems with unknown backlash-like hysteresis and unknown control directions
    Wang, Xinjun
    Yin, Xinghui
    Wu, Qinghui
    Meng, Fanqi
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2018, 28 (16) : 5140 - 5157
  • [42] Adaptive Event-Triggered Control of Stochastic Nonlinear Systems With Unknown Dead Zone
    Wang, Tong
    Wang, Nan
    Qiu, Jianbin
    Buccella, Concettina
    Cecati, Carlo
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2023, 31 (01) : 138 - 147
  • [43] Adaptive Event-Triggered Fuzzy Tracking Control of Uncertain Stochastic Nonlinear Systems With Unmeasurable States
    Zhang, Rui-Yan
    Wu, Li-Bing
    Zhao, Nan-Nan
    Yan, Yan
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2022, 30 (07) : 2183 - 2196
  • [44] Observer-based adaptive control for stochastic nonstrict-feedback systems with unknown backlash-like hysteresis
    Bai, Lu
    Zhou, Qi
    Wang, Lijie
    Yu, Zhandong
    Li, Hongyi
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2017, 31 (10) : 1481 - 1490
  • [45] Event-Triggered Adaptive Fuzzy Tracking Control for Nonlinear Systems With Unknown Control Directions
    Li, Baomin
    Xia, Jianwei
    Su, Shun-Feng
    Sun, Wei
    Zhang, Huasheng
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2022, 52 (07): : 4648 - 4657
  • [46] Robust neural tracking control for switched nonaffine stochastic nonlinear systems with unknown control directions and backlash-like hysteresis
    Shu, Yanjun
    Tong, Yanhui
    Yu, Chaogang
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2020, 357 (05): : 2791 - 2812
  • [47] Adaptive output feedback control of linear systems preceded by unknown backlash-like hysteresis
    Zhou, J
    Wen, CY
    Zhang, Y
    2004 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2004, : 12 - 17
  • [48] Adaptive fuzzy-based composite anti-disturbance control for a class of switched nonlinear systems with unknown backlash-like hysteresis
    Xie, Jing
    Sun, Ping
    Yang, Dong
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2021, 358 (10): : 5213 - 5236
  • [49] Adaptive Robust Control for Nonlinear System with Input Backlash or Backlash-like Hysteresis
    Guo, Jian
    Yao, Bin
    Chen, Qingwei
    Jiang, Jun
    2009 IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION, VOLS 1-3, 2009, : 1962 - +
  • [50] Adaptive neural control for switched nonlinear systems with unknown backlash-like hysteresis and output dead-zone
    Ma, Li
    Huo, Xin
    Zhao, Xudong
    Niu, Ben
    Zong, Guangdeng
    NEUROCOMPUTING, 2019, 357 : 203 - 214