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基于支持向量机广义逆的直线永磁游标电机内模解耦控制
引用本文:赵文祥,邱先群,刘国海,许沈鼎.基于支持向量机广义逆的直线永磁游标电机内模解耦控制[J].控制与决策,2016,31(8):1419-1423.
作者姓名:赵文祥  邱先群  刘国海  许沈鼎
作者单位:江苏大学电气信息工程学院,江苏镇江212013.
基金项目:

国家自然科学基金项目(51277194, 51422702);江苏省普通高校研究生创新计划项目(SJZZ150132);江苏省高校优势学科项目.

摘    要:

针对直线永磁游标电机这一多变量、强耦合的非线性系统, 提出一种基于支持向量机广义逆内模控制的方法. 在证明其数学模型存在广义逆的基础上, 通过支持向量机来辨识原系统的广义逆系统, 经复合后得到具有线性关系的伪线性系统, 然后引入内模控制方法设计附加控制器以增强整个系统的鲁棒性. 仿真结果验证了所提出方法具有良好的解耦性能和抗干扰特性.



关 键 词:

永磁电机|直线电机|支持向量机|广义逆|内模控制|解耦控制

收稿时间:2015/7/18 0:00:00
修稿时间:2015/12/4 0:00:00

Internal model control of linear permanent-magnet vernier motor based on support vector machines generalized inverse
ZHAO Wen-xiang QIU Xian-qun LIU Guo-hai XU Shen-ding.Internal model control of linear permanent-magnet vernier motor based on support vector machines generalized inverse[J].Control and Decision,2016,31(8):1419-1423.
Authors:ZHAO Wen-xiang QIU Xian-qun LIU Guo-hai XU Shen-ding
Abstract:

Due to the multivariable, nonlinear and high coupling characteristics of a linear permanent-magnet vernier machine, a method based on support vector machine(SVM) generalized inverse-based internal model control(IMC) is proposed. The existence of the generalized inverse is verified, then the pseudo-linear system is formed by connecting the original system with the generalized inverse system identified by the SVM. Moreover, the IMC theory is utilized to design extra controllers to improve the robustness of the whole motor drive system. The simulation results show that the proposed control system has good performances of decoupling and resistance to interference.

Keywords:

permanent magnet motor|linear motor|support vector machine|generalized inverse|internal model control|decoupling control

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