Adaptive Fuzzy Tracking Control for Uncertain Nonlinear Systems With Multiple Actuators and Sensors Faults

被引:72
作者
Yu, Dengxiu [1 ]
Yang, Ming [1 ]
Liu, Yan-Jun [2 ]
Wang, Zhen [3 ]
Chen, C. L. Philip [4 ,5 ]
机构
[1] Northwestern Polytech Univ, Unmanned Syst Res Inst, Xian, Peoples R China
[2] Liaoning Univ Technol, Coll Sci, Jinzhou, Peoples R China
[3] Northwestern Polytech Univ, Sch Artificial Intelligence Opt & Elect, Xian, Peoples R China
[4] South China Univ Technol, Sch Comp Sci & Engn, Guangzhou, Peoples R China
[5] Dalian Maritime Univ, Nav Coll, Dalian 116026, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Actuators faults; adaptive fuzzy control; fault-tolerant control; sensors faults; TOLERANT CONTROL;
D O I
10.1109/TFUZZ.2022.3182746
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 researches the adaptive fuzzy tracking control problem for uncertain nonlinear systems with multiple actuators and sensors faults. Compared with previous studies, all states of the system cannot be measured accurately in this article due to the existence of multiple sensors faults, and it brings significant difficulties to the design of the control scheme. Moreover, multiple actuators faults and external disturbance can also bring challenges to controller design. To solve these problems, we design different adaptive update laws to relieve the effects of unknown actuators faults, sensors faults, and external disturbance, respectively. Furthermore, the actual states can be estimated by combining sensors outputs with adaptive parameters. On this basis, the unknown nonlinear functions are approximated through the combining of fuzzy logic systems and the estimation of states. Then, a novel adaptive fuzzy tracking control algorithm is completed by the backstepping method. By employing the Lyapunov function, the presented novel fault-tolerant control algorithm can guarantee all signals of the system are bounded in spite of the occurrence of multiple faults. Finally, we verify the availability of the novel algorithm by comparing the control performance of the two algorithms.
引用
收藏
页码:104 / 116
页数:13
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