Finite-time adaptive fuzzy control of nonlinear systems with actuator faults and input saturation

被引:2
|
作者
Li, Jiafeng [1 ,2 ]
Ji, Ruihang [2 ]
Liang, Xiaoling [2 ]
Yan, Hao [1 ]
Ge, Shuzhi Sam [2 ]
机构
[1] Beijing Jiaotong Univ, Sch Mech Elect & Control Engn, Beijing 100044, Peoples R China
[2] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117576, Singapore
来源
NEURAL COMPUTING & APPLICATIONS | 2024年 / 36卷 / 07期
关键词
Fuzzy logic system; Disturbance observer; Actuator faults; Robustness;
D O I
10.1007/s00521-023-09222-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper addresses the finite-time control problem of a class of uncertain nonlinear systems subject to input saturation and actuator faults. To approximate the unknown system states, a fuzzy state observer is established where fuzzy logic systems are utilized to estimate the unknown nonlinearities. A nonlinear disturbance observer to estimate the external disturbance of the system. A new finite-time adaptive fuzzy controller is constructed together with the proposed disturbance and state observers, which can guarantee the tracking error into a small neighborhood around zero within finite time. To avoid the tedious and arithmetic problems brought by the traditional backstepping control, the dynamic surface technique is applied, which can effectively reduce the computation burden. It can be proved that not only the boundedness of the closed-loop system states can be guaranteed but also the tracking error is regulated into a small range near the equilibrium in finite time, despite unknown actuator faults and input saturation. Finally, the simulations of two-stage chemical reactor nonlinear system are conducted to demonstrate the effectiveness of the proposed method.
引用
收藏
页码:3569 / 3581
页数:13
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