A Novel Data-Based Fault-Tolerant Control Method for Multicontroller Linear Systems via Distributed Policy Iteration

被引:18
|
作者
Wei, Qinglai [1 ]
Li, Hongyang [2 ]
Li, Tao [3 ]
Wang, Fei-Yue [4 ]
机构
[1] Chinese Acad Sci, Inst Automation, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
[2] Chinese Acad Sci, Inst Automation, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
[3] Chinese Acad Sci, Inst Automation, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
[4] Chinese Acad Sci, Inst Automation, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2023年 / 53卷 / 05期
基金
中国国家自然科学基金;
关键词
Fault tolerant systems; Fault tolerance; Linear systems; Control systems; Actuators; Optimal control; Mathematical models; Distributed policy iteration; fault-tolerant control; multicontroller linear systems; optimal control; NONLINEAR-SYSTEMS; TRACKING CONTROL; CONTROL SCHEME; ACTUATOR; ALGORITHM; DESIGN;
D O I
10.1109/TSMC.2022.3223910
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article presents a novel data-based fault-tolerant control method for multicontroller linear systems via distributed policy iteration. The traditional fault-tolerant control methods based on policy iteration may cause a huge-computational burden under the situation of high-dimension control laws. In order to solve this problem, a novel distributed policy iteration method is presented, where only one iterative control law is updated in each iteration, to realize the fault-tolerant control of multicontroller linear systems. The main contributions can be highlighted as follows: 1) a novel data-based distributed policy iteration method is presented to reduce the computational burden; 2) the fault-tolerant control method is presented via designing fault compensators; and 3) the developed data-based method only requires the partial system information. First, the model-based fault-tolerant control via distributed policy iteration and fault compensation is provided. Based on the model-based method, a data-based fault-tolerant control method is presented. Finally, numerical experiments are given to show the performance of the presented method.
引用
收藏
页码:3176 / 3186
页数:11
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