Speed estimation of an induction motor drive using extended Kalman filter

被引:0
|
作者
Shi, KL [1 ]
Chan, TF [1 ]
Wong, YK [1 ]
Ho, SL [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Elect Engn, Kowloon, Hong Kong, Peoples R China
关键词
induction motor drives; sensorless control; Kalman filter;
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
This paper presents a detailed study of the extended Kalman filter (EKF) for estimating the rotor speed of an induction motor drive. The general structure of the Kalman filter ii, reviewed and the various system vectors and matrices are defined. By including the rotor speed as a state variable, the EKF equations are established from a discrete two-axis model of the three-phase induction motor. Using the software MATIAB/Simulink, simulation of the EKF speed estimation algorithm is carried out for an induction motor drive with constant V/Hz frequency control and an induction motor drive with direct self control. The investigations show that the EKF is capable of tracking the actual rotor speed provided that the elements of the covariance matrices are properly selected. Moreover, the performance of the EKF is satisfactory even in the presence of noise or when there are variations in the induction machine parameters.
引用
收藏
页码:243 / 248
页数:4
相关论文
共 50 条
  • [41] Torque Estimation using Kalman Filter and Extended Kalman Filter Algorithms for a sensorless Direct Torque Controlled BLDC Motor drive: A Comparative Study
    Nair, Deepthi S.
    Jagadanand, G.
    George, Saly
    [J]. JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2021, 16 (05) : 2621 - 2634
  • [42] Speed Sensorless Control of Induction Motors Using the Extended Kalman Filter
    Chen Cui
    Sun Qu
    Wang Xuguang
    [J]. PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 4, 2008, : 709 - 713
  • [43] Identification of induction motor parameter using an Extended Kalman Filter.
    Jaramillo, R
    Alvarez, R
    Cárdenas, V
    Núñez, C
    [J]. 2004 1st International Conference on Electrical and Electronics Engineering (ICEEE), 2004, : 584 - 588
  • [44] Real-Time Speed Estimation for an Induction Motor: An Automated Tuning of an Extended Kalman Filter Using Voltage-Current Sensors
    Miloud, Ines
    Cauet, Sebastien
    Etien, Erik
    Salameh, Jack P.
    Ungerer, Alexandre
    [J]. SENSORS, 2024, 24 (06)
  • [45] Rotor Resistance and Speed Identification using Extended Kalman Filter and Fuzzy Logic Controller for Induction Machine Drive
    Douiri, Moulay Rachid
    Cherkaoui, Mohamed
    Douiri, Sidi Mohamed
    [J]. 2012 INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS (ICMCS), 2012, : 1182 - 1187
  • [46] High-Speed Induction Motor State Observer Based on an Extended Kalman Filter
    Kolpakhchyan, Pavel G.
    Kochin, Alexander E.
    Lobov, Boris N.
    Podbereznaya, Margarita S.
    Shaikhiev, Alexey R.
    [J]. PROCEEDINGS OF THE FOURTH INTERNATIONAL SCIENTIFIC CONFERENCE INTELLIGENT INFORMATION TECHNOLOGIES FOR INDUSTRY (IITI'19), 2020, 1156 : 633 - 644
  • [47] 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
  • [48] Speed Sensorless Vector Control of Induction Motor Based on Robust Extended Kalman Filter
    Yin Zhonggang
    Zhao Chang
    Zhong Yanru
    Li Lidong
    [J]. PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2012, : 2989 - 2993
  • [49] An Optimized Extended Kalman Filter for Speed Sensorless Direct Troque Control of an Induction Motor
    Alsofyani, I. M.
    Idris, N. R. N.
    Sutikno, T.
    Alamri, Y. A.
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON POWER AND ENERGY (PECON), 2012, : 319 - 324
  • [50] 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