Research on Robust Performance of Speed-Sensorless Vector Control for the Induction Motor Using an Interfacing Multiple-Model Extended Kalman Filter

被引:85
|
作者
Yin, Zhong-gang [1 ]
Zhao, Chang [2 ]
Zhong, Yan-Ru [2 ]
Liu, Jing [1 ]
机构
[1] Xian Univ Technol, Dept Elect Engn, Xian, Peoples R China
[2] Xian Univ Technol, Xian, Peoples R China
基金
中国国家自然科学基金;
关键词
Extended Kalman filter (EKF); induction motor; interfacing multiple-model (IMM); speed estimation; vector control; STOCHASTIC STABILITY; DRIVE; STATE; EKF;
D O I
10.1109/TPEL.2013.2272091
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
The interfacing multiple-model extended Kalman filter (IMM-EKF) is proposed here as a modification of the extended Kalman filter (EKF). In this algorithm, two multiple-model EKF groups are built, one group is the optimum model, and the other is the noise model. Each model group is created by multiple models, and it will get good performance at stable state and robust ability when disturbance occurred. The algorithm gets the estimation value by mixing the outputs of the different model in different weightings, and the calculation of weightings is researched. Whether the IMM-EKF can give better estimation performances and robust ability than the EKF for speed estimation of induction machines is explored in this paper. Via simulations and experiments, estimated error and the change of flux linkage by disturbance based on the IMM-EKF and EKF is compared. The simulation results show that the IMM-EKF has the better estimation performance of antigross error than the EKF.
引用
收藏
页码:3011 / 3019
页数:9
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