Decentralized adaptive neural two-bit-triggered control for nonstrict-feedback nonlinear systems with actuator failures

被引:68
|
作者
Cheng, Fabin [1 ]
Wang, Huanqing [2 ]
Zhang, Liang [1 ]
Ahmad, A. M. [3 ]
Xu, Ning [4 ]
机构
[1] Bohai Univ, Coll Control Sci & Engn, Jinzhou 121013, Liaoning, Peoples R China
[2] Bohai Univ, Coll Math Sci, Jinzhou 121013, Liaoning, Peoples R China
[3] King Abdulaziz Univ, Fac Comp & Informat Technol, Dept Informat Technol, Jeddah, Saudi Arabia
[4] Bohai Univ, Coll Informat Sci & Technol, Jinzhou 121007, Liaoning, Peoples R China
关键词
Command filter; Large scale systems; Nonstrict-feedback system; Actuator failures; Two-bit-triggered control; DYNAMIC SURFACE CONTROL; TRACKING CONTROL; INPUT;
D O I
10.1016/j.neucom.2022.05.082
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
ABSTR A C T This article studies the adaptive neural decentralized two-bit-triggered control problem for intercon-nected large-scale nonlinear systems in nonstrict-feedback forms (NFF) with actuator failures. Since actu-ator failures occur frequently in practical systems, it will affect the stability of the interconnected large-scale systems under consideration. Combining radial basis function neural networks (RBF NNs) , a command filter, an adaptive decentralized two-bit-triggered (TBT) control method based on backstep-ping recursive design is presented to deal with this problem. Different from the traditional event-triggered control, the problem of control signal transmission bit is further considered to save system transmission resources. The proposed control scheme can guarantee that all signals are bounded and have good tracking performance. Finally, two simulation examples are provided to verify the validity of the presented control scheme.(c) 2022 Elsevier B.V. All rights reserved.
引用
收藏
页码:856 / 867
页数:12
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