Finite time adaptive fault-tolerant controller based on neural networks for switched stochastic nonlinear systems with actuator failures and disturbance

被引:2
作者
He, Qingzhi [1 ]
Mu, Xiaowu [1 ]
Cheng, Guifang [1 ]
机构
[1] Zhengzhou Univ, Sch Math & Stat, Zhengzhou 450001, Peoples R China
基金
中国国家自然科学基金;
关键词
adaptive neural control; fault-tolerant control; practical finite time stable in probability; switched stochastic nonlinear systems; TRACKING CONTROL; STABILIZATION;
D O I
10.1002/acs.3338
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article investigates the novel finite time adaptive neural fault-tolerant controller (FTC) for strict-feedback switched stochastic systems under arbitrary switching signals and takes into actuator failures including loss of effectiveness faults and bias faults consideration concurrently. Neural networks are utilized to approximate the unknown external disturbance and internal dynamics. On the basis of Ito differential equation and backstepping technique, an adaptive neural finite time FTC method is put forward. It is attested that the closed-loop systems are semiglobal practical finite time stable in probability and the tracking effects are great. Finally, to further demonstrate the high efficiency of proposed control method, two simulation examples are given.
引用
收藏
页码:17 / 37
页数:21
相关论文
共 40 条
[1]   Fuzzy Neural Network-Based Adaptive Control for a Class of Uncertain Nonlinear Stochastic Systems [J].
Chen, C. L. Philip ;
Liu, Yan-Jun ;
Wen, Guo-Xing .
IEEE TRANSACTIONS ON CYBERNETICS, 2014, 44 (05) :583-593
[2]   Adaptive Neural Control of Uncertain MIMO Nonlinear Systems With State and Input Constraints [J].
Chen, Ziting ;
Li, Zhijun ;
Chen, C. L. Philip .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2017, 28 (06) :1318-1330
[3]  
Cheng G., 2021, INT J SYST SCI, V52, p185
[4]   Adaptive Neural Fault-Tolerant Control for a Class of Stochastic Switched Nonlinear Systems [J].
Cui, Di ;
Niu, Ben ;
Yang, Dong ;
Hayat, Tasawar ;
Alsaadi, Fuad E. .
IEEE ACCESS, 2019, 7 :93219-93228
[5]   Stabilization of stochastic nonlinear systems driven by noise of unknown covariance [J].
Deng, H. ;
Krstić, M. ;
Williams, R.J. .
1600, Institute of Electrical and Electronics Engineers Inc. (46)
[6]  
FLORCHINGER P, 1994, IEEE DECIS CONTR P, P1145, DOI 10.1109/CDC.1994.411071
[7]  
HO TT, 1991, PROCEEDINGS OF THE 1991 IEEE INTERNATIONAL SYMPOSIUM ON INTELLIGENT CONTROL, P176, DOI 10.1109/ISIC.1991.187353
[8]   Adaptive Fault-Tolerant Attitude Tracking Control of Spacecraft With Prescribed Performance [J].
Hu, Qinglei ;
Shao, Xiaodong ;
Guo, Lei .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2018, 23 (01) :331-341
[9]   Mean Square Stabilization for Sampled-Data T-S Fuzzy Systems With Random Packet Dropout [J].
Hu, Zenghui ;
Mu, Xiaowu .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 28 (08) :1815-1824
[10]   Stabilization for switched stochastic systems with semi-Markovian switching signals and actuator saturation [J].
Hu, Zenghui ;
Mu, Xiaowu .
INFORMATION SCIENCES, 2019, 483 (419-431) :419-431