Research on Active Disturbance Rejection Control With Parameter Autotune Mechanism for Induction Motors Based on Adaptive Particle Swarm Optimization Algorithm With Dynamic Inertia Weight

被引:92
作者
Du, Chao [1 ]
Yin, Zhonggang [2 ]
Zhang, Yanping [1 ]
Liu, Jing [2 ]
Sun, Xiangdong [2 ]
Zhong, Yanru [1 ]
机构
[1] Xian Univ Technol, Xian 710048, Shaanxi, Peoples R China
[2] Xian Univ Technol, Elect Engn Dept, Xian 710048, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Active disturbance rejection control (ADRC); adaptive particle swarm; induction motor (IM); parameter optimization; robustness; SPEED CONTROL;
D O I
10.1109/TPEL.2018.2841869
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
An active disturbance rejection control (ADRC) of induction motor based on an adaptive particle swarm optimization (APSO) algorithm is proposed in this paper, in order to realize the precise decoupling of induction motor and the disturbance compensation. The novel control method employs APSO as the automatic tune mechanism for ADRC controller. According to the feedback information of induction motor, an optimal solution can be achieved via the optimization mechanism and self-learning ability of APSO, so the reliance of ADRC controller on parameters can be reduced. In order to obtain the better optimization solution more efficient, the aggregation degree and the evolution speed are introduced into the APSO to dynamically modify the inertia weight based on the practical optimization process. Experimental results indicate that the robustness of the proposed optimal design method for ADRC is better than the conventional ADRC when the disturbances occur, and the method is feasible and effective.
引用
收藏
页码:2841 / 2855
页数:15
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