ADP based output-feedback fault-tolerant tracking control for underactuated AUV with actuators faults

被引:4
|
作者
Che, Gaofeng [1 ,2 ]
Yu, Zhen [3 ]
机构
[1] Henan Normal Univ, Coll Comp & Informat Engn, Xinxiang, Henan, Peoples R China
[2] Henan Normal Univ, Coll Math & Informat Sci, Xinxiang, Henan, Peoples R China
[3] Xiamen Univ, Dept Automat, Xiamen, Peoples R China
关键词
Adaptive dynamic programming (ADP); fault-tolerant tracking control; actuators faults; neural network observer; autonomous underwater vehicle (AUV); TIME LINEAR-SYSTEMS;
D O I
10.3233/JIFS-223976
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 work, the output-feedback fault-tolerant tacking control issue for underactuated autonomous underwater vehicle (AUV) with actuators faults is investigated. Firstly, an output-feedback error tacking system is constructed based on the theoretical model of underactuated AUV with actuators faults. Then, an adaptive dynamic programming (ADP) based fault-tolerant control controller is developed. In our proposed control scheme, a neural-network observer is designed to approximate the system states with actuators faults. An online policy iteration algorithm is designed with critic network and action network in order to improve the tracking accuracy. Based on Lyapunov stability theorem, the stability of the error tracking system is guaranteed by the proposed controller. At last, the simulation results show that the underactuated AUV achieves better tracking performance.
引用
收藏
页码:5871 / 5883
页数:13
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