Adaptive fuzzy discrete-time fault-tolerant control for permanent magnet synchronous motors based on dynamic surface technology

被引:16
|
作者
Zhang, Guobin [1 ]
Liu, Jiapeng [1 ]
Liu, Zhanjie [2 ]
Yu, Jinpeng [1 ]
Ma, Yumei [1 ]
机构
[1] Qingdao Univ, Coll Automat, Qingdao 266071, Peoples R China
[2] Qingdao Haier Biomed Co Ltd, Qingdao 266071, Peoples R China
基金
中国国家自然科学基金;
关键词
Adaptive fuzzy control; Dynamic surface control; Permanent magnet synchronous motors; Discrete-time; Fault-tolerant control; STOCHASTIC NONLINEAR-SYSTEMS; POSITION TRACKING CONTROL; INDUCTION-MOTORS; VEHICLE; DESIGN; DELAY;
D O I
10.1016/j.neucom.2020.04.009
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The discrete-time fault-tolerant control method for permanent magnet synchronous motors (PMSMs) is investigated for the first time in this paper based on adaptive fuzzy theory, where the designed controllers consider faults containing both loss of effectiveness and bias. Firstly, with the help of Euler method, the discrete-time model of PMSMs is obtained. Secondly, adaptive fuzzy theory is used to realize fault-tolerant control of PMSMs. Next, dynamic surface control is used to resolve the problems of "explosion of complexity" and noncausal in discrete-time systems caused by backstepping. It is proved that the proposed method can guarantee all signals and states in the closed-loop system are semi-global uniform ultimate bounded when the faults occur and the position tracking error can converge to a small neighborhood of the origin. Finally, simulation results show that the proposed control method has strong fault-tolerant performance and robustness. (C) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页码:145 / 153
页数:9
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