Integral reinforcement learning-based adaptive fuzzy fault tolerant control of hypersonic flight vehicle

被引:1
|
作者
Hu, Xiaoxiang [1 ]
Li, Ao [1 ]
Xiao, Bing [1 ]
Lu, Kunfeng [2 ]
Wang, Zhaolei [2 ]
机构
[1] Northwestern Polytech Univ, Sch Automat, Xian 710072, Peoples R China
[2] Beijing Aerosp Automatic Control Inst, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
T-S fuzzy model; fault tolerant control; integral reinforcement learning; hypersonic flight vehicle; OUTPUT-FEEDBACK CONTROL; TRACKING CONTROL; OBSERVER;
D O I
10.1177/01423312241247594
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The fault tolerant control (FTC) of hypersonic flight vehicle (HFV) with actuator fault is proposed in this paper. The fault model considered in this paper is a general model which HFV may encounter in practice. For designing the FTC, the nonlinear model of HFV is represented by T-S fuzzy models, and policy iteration (PI) strategy is utilized to solve the design problem of T-S controller for the built T-S model of HFV without actuator fault. Then, based on the normal T-S controller, an adaptive fuzzy FTC controller is proposed, in which the feedback gain matrices can improve themselves according to the special fault. The stability of the proposed adaptive fuzzy FTC is proved by Lyapunov theory, and an integral reinforcement learning (IRL)-based solving algorithm is proposed. Simulations on three different kinds of actuator faults are proposed, and the simulation results show that, under three different faults, the designed adaptive FTC can ensure the reliable flight of HFV.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Adaptive fault tolerant control for hypersonic flight vehicle system with state constraints
    Peng, Zhiyu
    Qi, Ruiyun
    Jiang, Bin
    [J]. JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2020, 357 (14): : 9351 - 9377
  • [2] Robust Adaptive Neural Fault-Tolerant Control of Hypersonic Flight Vehicle
    Guo, Yuyan
    Wang, Qiang
    Xu, Bin
    [J]. COGNITIVE SYSTEMS AND SIGNAL PROCESSING, ICCSIP 2016, 2017, 710 : 44 - 51
  • [3] A Learning-based Intelligent Control Method for Hypersonic Flight Vehicle
    Wang G.
    Xia H.
    [J]. Yuhang Xuebao/Journal of Astronautics, 2023, 44 (02): : 233 - 242
  • [4] Improved adaptive fault-tolerant control of intermittent faults in hypersonic flight vehicle
    Hu K.-Y.
    Chen F.-Y.
    Cheng Z.-A.
    [J]. Kongzhi yu Juece/Control and Decision, 2021, 36 (11): : 2627 - 2636
  • [5] Nonlinear fuzzy fault-tolerant control of hypersonic flight vehicle with parametric uncertainty and actuator fault
    Juan Niu
    Fuyang Chen
    Gang Tao
    [J]. Nonlinear Dynamics, 2018, 92 : 1299 - 1315
  • [6] Nonlinear fuzzy fault-tolerant control of hypersonic flight vehicle with parametric uncertainty and actuator fault
    Niu, Juan
    Chen, Fuyang
    Tao, Gang
    [J]. NONLINEAR DYNAMICS, 2018, 92 (03) : 1299 - 1315
  • [7] Learning-Based Minimally-Sensed Fault-Tolerant Adaptive Flight Control
    O'Connell, Michael
    Cho, Joshua
    Anderson, Matthew
    Chung, Soon-Jo
    [J]. IEEE ROBOTICS AND AUTOMATION LETTERS, 2024, 9 (06) : 5198 - 5205
  • [8] Robust Self-Learning Fault-Tolerant Control for Hypersonic Flight Vehicle Based on ADHDP
    Liang, Shuai
    Xu, Bin
    Zhang, Youmin
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2023, 53 (09): : 5295 - 5306
  • [9] Learning-based adaptive fault tolerant control for hypersonic flight vehicles with abrupt actuator faults and finite time prescribed tracking performance
    Zhu, Supeng
    Xu, Tao
    Wei, Caisheng
    Wang, Zheng
    [J]. EUROPEAN JOURNAL OF CONTROL, 2021, 58 (58) : 17 - 26
  • [10] Adaptive fault tolerant control for hypersonic vehicle with external disturbance
    Huang, Bing
    Li, Aijun
    Xu, Bin
    [J]. INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2017, 14 (01):