Adaptive Fuzzy Fault-Tolerant Attitude Control for a Hypersonic Gliding Vehicle: A Policy-Iteration Approach

被引:0
|
作者
Liu, Meijie [1 ,2 ]
Hu, Changhua [1 ]
Pei, Hong [1 ]
Li, Hongzeng [1 ]
Hu, Xiaoxiang [3 ]
机构
[1] Xian Res Inst High Tech, Unit 201, Xian 710025, Peoples R China
[2] Xian Univ Sci & Technol, Engn Training Ctr, Xian 710054, Peoples R China
[3] Northwestern Polytech Univ, Sch Automat, Xian 710072, 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; reinforcement learning; hypersonic gliding vehicle; TRACKING CONTROL; SYSTEMS;
D O I
10.3390/act13070259
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
In this paper, adaptive fuzzy fault-tolerant control (AFFTC) for the attitude control system of a hypersonic gliding vehicle (HGV) experiencing an actuator fault is proposed. Actuator faults of the HGV are considered with respect to its actual structure and actuator characteristics. The HGV's attitude system is firstly represented by a T-S fuzzy model, and then a normal T-S fuzzy controller is designed. A reinforcement learning (RL)-based policy iterative solution algorithm is proposed for the solving of the T-S fuzzy controller. Then, based on the normal T-S controller, a fuzzy FTC controller is proposed in which the control matrices can improve themselves according to the special fault. An integral reinforcement learning (IRL)-based solving algorithm is proposed to reduce the dependence of the design methods on the HGV model. Simulations on three different kinds of actuator faults show that the designed IRL-based FTC can ensure a reliable flight by the HGV.
引用
收藏
页数:16
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