A Speed and Flux Estimation Method of Induction Motor Using Fuzzy Extended Kalman Filter

被引:0
|
作者
Yin, Zhonggang [1 ]
Xiao, Lu [1 ]
Sun, Xiangdong [1 ]
Liu, Jing [1 ]
Zhong, Yanru [1 ]
机构
[1] Xian Univ Technol, Dept Elect Engn, Xian 710048, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Fuzzy Extended Kalman Filter(FEKF); Induction Motor; Speed Estimation; Vector Control; SENSORLESS CONTROL; OBSERVER;
D O I
暂无
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
A speed and flux estimation method of induction motors using fuzzy extended kalman filter(FEKF) is proposed in this paper, which is used to make lower impact of time varied statistic of measurement noise. It reaches a better speed estimation accuracy of induction motors than the extended kalman filter(EKF). The proposed algorithm modifies the measurement noise covariance of extended kalman filter recursively by monitoring if the ratio between filter's innovation and actual innovation is near 1, and chooses a fuzzy factor to make its noise model close to real noise model adaptively. The speed estimated error and the flux fluctuation of FEKF under gross external disturbance and unknown measurement noises are compared with EKF. Simulation and experimental results show that FEKF provides better performance and faster convergence than EKF under gross external error and unknown measurement noises.
引用
收藏
页码:693 / 698
页数:6
相关论文
共 50 条
  • [1] Speed estimation for an induction motor using the extended Kalman filter
    Velázquez, SC
    Palomares, RA
    Segura, AN
    [J]. 14TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS, AND COMPUTERS, PROCEEDINGS, 2004, : 63 - 68
  • [2] Speed estimation of an induction motor drive using extended Kalman filter
    Shi, KL
    Chan, TF
    Wong, YK
    Ho, SL
    [J]. 2000 IEEE POWER ENGINEERING SOCIETY WINTER MEETING - VOLS 1-4, CONFERENCE PROCEEDINGS, 2000, : 243 - 248
  • [3] Speed estimation of an induction motor drive using an optimized extended Kalman filter
    Shi, KL
    Chan, TF
    Wong, YK
    Ho, SL
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2002, 49 (01) : 124 - 133
  • [4] Particle swarm optimization of an extended Kalman filter for speed and rotor flux estimation of an induction motor drive
    Laamari, Yahia
    Chafaa, Kheireddine
    Athamena, Belkacem
    [J]. ELECTRICAL ENGINEERING, 2015, 97 (02) : 129 - 138
  • [5] Particle swarm optimization of an extended Kalman filter for speed and rotor flux estimation of an induction motor drive
    Yahia Laamari
    Kheireddine Chafaa
    Belkacem Athamena
    [J]. Electrical Engineering, 2015, 97 : 129 - 138
  • [6] Parameter Estimation of the Induction Motor Using Extended Kalman Filter for Wide Range Speed Control
    Dadkhah, R.
    Givi, H.
    Mehdipour, A.
    [J]. 2015 6TH POWER ELECTRONICS, DRIVES SYSTEMS & TECHNOLOGIES CONFERENCE (PEDSTC), 2015, : 137 - 142
  • [7] A Speed and Flux Observer of Induction Motor Based on Extended Kalman Filter and Markov Chain
    Yin, Zhonggang
    Li, Guoyin
    Zhang, Yanqing
    Liu, Jing
    Sun, Xiangdong
    Zhong, Yanru
    [J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2017, 32 (09) : 7096 - 7117
  • [8] Induction Motor State Estimation using Tuned Extended Kalman Filter
    Allaoui, Samia
    Chafaa, Kheireddine
    Laamari, Yahia
    Athamena, Belkacem
    [J]. 2015 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2015, : 338 - +
  • [9] Speed and rotor flux estimation of induction machines using a two-stage extended Kalman filter
    Hilairet, Mickael
    Auger, Francois
    Berthelot, Eric
    [J]. AUTOMATICA, 2009, 45 (08) : 1819 - 1827
  • [10] Modeling and Speed Estimation of A Faulty 3-Phase Induction Motor by Using Extended Kalman Filter
    Jannati, M.
    Asgari, S. H.
    Monadi, A.
    Idris, N. R. N.
    Aziz, M. J. A.
    Dehghani, D.
    Faudzi, A. A. M.
    [J]. 2014 IEEE SYMPOSIUM ON COMPUTER APPLICATIONS AND INDUSTRIAL ELECTRONICS (ISCAIE), 2014,