LS-SVM Inverse System Decoupling Control Strategy of a Bearingless Induction Motor Considering Stator Current Dynamics

被引:13
|
作者
Bu, Wenshao [1 ,2 ]
Li, Ziyuan [1 ]
机构
[1] Henan Univ Sci & Technol, Elect Engn Coll, Luoyang 471023, Peoples R China
[2] Henan Univ Sci & Technol, Informat Engn Coll, Luoyang 471023, Peoples R China
基金
中国国家自然科学基金;
关键词
Bearingless induction motor system; dynamics of stator current; LS-SVM; inverse system decoupling; PERFORMANCE ANALYSIS; DESIGN;
D O I
10.1109/ACCESS.2019.2939258
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The bearingless induction motor (BL-IM) is a multivariable, nonlinear and strongly coupled object, in order to achieve its dynamic decoupling control with high performance, on the basis of the least square support vector machine(LS-SVM) principle, a novel LS-SVM inverse system decoupling control strategy is proposed. Firstly, under the conditions of taking the stator current dynamics of torque windings into account, the state equations of the BL-IM system are established. Secondly, based on the approximation and identification fitting ability of the LS-SVM to arbitrary nonlinear function, the inverse system mathematical model of the BL-IM system considering the stator current dynamics is trained and obtained. After that, according to the decoupling principle of inverse system, the BL-IM system is decoupled into four second-order pseudo-linear integral subsystems, include a motor speed subsystem, a rotor flux-linkage subsystem and two radial displacement component subsystems. At the end, the comprehensive simulation analysis of the LS-SVM inverse decoupling control system are carried out. From the simulation results, it can be known that the dynamic decoupling control among the motor speed, rotor flux-linkage and two radial displacement components can be realized, meanwhile after considering the dynamics of the stator current, the LS-SVM inverse decoupling control system of BL-IM has the characteristics of fast response and strong anti-interference ability.
引用
收藏
页码:132130 / 132139
页数:10
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