Neuroadaptive observer-based discrete-time command filtered fault-tolerant control for induction motors with load disturbances

被引:8
|
作者
Lei, Qixin [1 ]
Ma, Yumei [1 ]
Liu, Jiapeng [1 ]
Yu, Jinpeng [1 ]
机构
[1] Qingdao Univ, Sch Automat, Qingdao, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Adaptive neural control; Command filtered backstepping; Reduced-order observer; Discrete-time control; Induction motors; DYNAMIC SURFACE CONTROL; STOCHASTIC NONLINEAR-SYSTEMS; POSITION TRACKING CONTROL; OUTPUT-FEEDBACK CONTROL; INPUT SATURATION; IRON LOSSES; TORQUE;
D O I
10.1016/j.neucom.2020.10.085
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 neuroadaptive observer-based discrete-time command filtered fault-tolerant control method is proposed for induction motors (IMs) with possible actuator faults and load disturbances. Firstly, the problem of "complexity of computation" and noncausal problem result from the traditional backstepping method are solved using the command filtered technique. Secondly, fault-tolerant control considering possible actuator faults is realized by adaptive neural control. In addition, a neuroadaptive observer is utilized to estimate the rotor position, angular velocity, and settle unknown load disturbances of IMs. The results of simulation demonstrate that the new design scheme can get rid of the effect of actuator faults and guarantee satisfactory position tracking performance. (C) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页码:435 / 443
页数:9
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