Adaptive tracking control for an uncertain chaotic permanent magnet synchronous motor based on fuzzy neural networks

被引:10
|
作者
Tat-Bao-Thien Nguyen [1 ]
Liao, Teh-Lu [1 ]
Yan, Jun-Juh [2 ]
机构
[1] Natl Cheng Kung Univ, Dept Engn Sci, Tainan 70101, Taiwan
[2] Shu Te Univ, Dept Comp & Commun, Kaohsiung 824, Taiwan
关键词
Adaptive control; chaos control; fuzzy control; neural networks; nonlinear systems; permanent magnet synchronous motor; MICRO-MANIPULATOR; SYSTEMS; DRIVE; SYNCHRONIZATION; MODEL;
D O I
10.1177/1077546313487761
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper, an adaptive controller is developed to suppress chaos and track the desired speed in an uncertain chaotic permanent magnet synchronous motor (PMSM) drive system. The controller consists of computational and supervisory control schemes. The computational controller, based on fuzzy neural networks, is used to approximate the unknown nonlinear control signal, while the supervisory controller is employed to attenuate the approximation error effects of the neural network and ensure the system is robust. Simulation results demonstrate that the proposed controller can successfully quash chaotic oscillation in a PMSM and allow speeds to follow the desired trajectory despite the existence of uncertainties.
引用
收藏
页码:580 / 590
页数:11
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