Adaptive dynamic programming-based multi-fault tolerant control of reconfigurable manipulator with input constraint

被引:0
|
作者
Zhang, Zhenguo [1 ,2 ]
Ma, Tianhao [3 ]
Zhao, Yadan [2 ]
Yu, Shuai [2 ]
Zhou, Fan [2 ]
机构
[1] Changchun Univ Technol, Sch Mechatron Engn, Changchun 130012, Peoples R China
[2] Changchun Univ Technol, Sch Elect & Elect Engn, Changchun 130012, Peoples R China
[3] Northeast Elect Power Design Inst Co Ltd, China Power Engn Consulting Grp, Changchun 130012, Peoples R China
基金
中国国家自然科学基金;
关键词
Reconfigurable manipulator; Actuator saturation; Adaptive dynamic programming; Sensor and actuator faults; Optimal control; ROBOT MANIPULATORS; TRACKING CONTROL; ACTUATOR; SENSOR; SYSTEMS; SPACECRAFT; NETWORKS; FAILURES;
D O I
10.1007/s40747-024-01550-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a multi-fault tolerant controller considering actuator saturation is proposed. Based on the adaptive dynamic programming(ADP) algorithm, the fault tolerant control of the reconfigurable manipulator with sensor and actuator faults are carried out. Firstly, combined with the state space expression, the nonlinear transformation of sensor fault is performed by adopting the differential homeomorphism principle. An improved cost function is constructed based on the fault estimation function obtained by the fault observer, and combined with hyperbolic tangent function to deal with input constraint problem. Then, an evaluation neural network (NN) is established and the Hamilton-Jacobi-Bellman (HJB) equation is solved by online strategy iterative algorithm. Furthermore, based on Lyapunov theorem, the stability of reconfigurable manipulator systems with multi-fault are proved. Lastly, the simulation studies are used to certify the effectiveness of the presented fault tolerant control (FTC) scheme.
引用
收藏
页码:8341 / 8353
页数:13
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