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
相关论文
共 50 条
  • [41] Adaptive fuzzy finite-time fault-tolerant control for switched nonlinear large-scale systems with actuator and sensor faults
    Zhang, Jing
    Li, Shi
    Xiang, Zhengrong
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2020, 357 (16): : 11629 - 11644
  • [42] Decentralized Adaptive Quantized Control for a Class of Interconnected Nonlinear Systems with Actuator Faults and input Saturation
    Khan, Wakeel
    Lin, Yan
    Khan, Sarmad Ullah
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 1359 - 1366
  • [43] Finite-Time Fuzzy Adaptive Output Feedback Resilient Control of Nonlinear Cyber-Physical Systems with Sensor Attacks and Actuator Faults
    FAN Xianrui
    LI Yongming
    TONG Shaocheng
    JournalofSystemsScience&Complexity, 2024, 37 (04) : 1545 - 1560
  • [44] Finite-Time Fuzzy Adaptive Output Feedback Resilient Control of Nonlinear Cyber-Physical Systems with Sensor Attacks and Actuator Faults
    Fan, Xianrui
    Li, Yongming
    Tong, Shaocheng
    JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2024, 37 (04) : 1545 - 1560
  • [45] Adaptive fixed-time fuzzy control for nonlinear systems with actuator faults
    Bai, Wen
    Liu, Peter Xiaoping
    Wang, Huanqing
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2022, 36 (04) : 762 - 784
  • [46] Adaptive finite-time control for nonlinear multi-agent high-order systems with actuator faults
    Bai, Wen
    Liu, Peter Xiaoping
    Wang, Huanqing
    Chen, Ming
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2022, 53 (11) : 2437 - 2460
  • [47] Adaptive fuzzy finite-time control for a QUAV with tracking error constraints and unknown actuator faults
    Li, Fangzheng
    Liu, Zhen
    Zhu, Quanmin
    AEROSPACE SCIENCE AND TECHNOLOGY, 2025, 160
  • [48] Observer-Based Adaptive Finite-Time Neural Control for Constrained Nonlinear Systems With Actuator Saturation Compensation
    Liu, Kang
    Yang, Po
    Jiao, Lin
    Wang, Rujing
    Yuan, Zhipeng
    Li, Tao
    IEEE Transactions on Instrumentation and Measurement, 2024, 73 : 1 - 16
  • [49] Observer-Based Adaptive Finite-Time Neural Control for Constrained Nonlinear Systems With Actuator Saturation Compensation
    Liu, Kang
    Yang, Po
    Jiao, Lin
    Wang, Rujing
    Yuan, Zhipeng
    Li, Tao
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2024, 73 : 1 - 16
  • [50] Finite-Time Adaptive Fuzzy Event-Triggered Output-Feedback Containment Control for Nonlinear Multiagent Systems With Input Saturation
    Tong, Shaocheng
    Zhou, Haodong
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2023, 31 (09) : 3135 - 3147