Rotor Position Estimation Method for Permanent Magnet Synchronous Motor Based on High-Order Extended Kalman Filter

被引:0
|
作者
Liu, Yan [1 ]
Li, Hange [1 ]
He, Wei [1 ]
机构
[1] Shaanxi Univ Sci & Technol, Sch Elect & Control Engn, Xian 710021, Peoples R China
来源
ELECTRONICS | 2024年 / 13卷 / 24期
关键词
permanent magnet synchronous motor; rotor position estimation; high-order extended Kalman filter; least square method; SENSORLESS CONTROL; OBSERVER; DESIGN;
D O I
10.3390/electronics13244978
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To address the issue of decreased rotor position estimation accuracy in permanent magnet synchronous motors (PMSMs) caused by linearization rounding errors in the extended Kalman filter (EKF), this paper proposes a rotor position estimation method for PMSMs based on higher-order extended Kalman filtering. This method relies on the state-space equations of a PMSM in a stationary coordinate system and establishes a higher-order Taylor series expansion based on the least squares approach. It constructs a prediction and update model for the state variables using the higher-order Taylor series expansion and designs an algorithm for estimating the rotor position of PMSMs based on higher-order extended Kalman filtering. The simulation results indicate that, compared to the EKF, the proposed method reduces the root-mean-square error by 10%.
引用
收藏
页数:15
相关论文
共 50 条
  • [41] Sensorless initial rotor position estimation of surface permanent magnet synchronous motor
    Nakashima, S
    Inagaki, Y
    Miki, I
    IEMDC'99 - IEEE INTERNATIONAL ELECTRIC MACHINES AND DRIVES CONFERENCE, PROCEEDINGS, 1999, : 525 - 527
  • [42] Noninvasive Kalman Filter Based Permanent Magnet Temperature Estimation for Permanent Magnet Synchronous Machines
    Feng, Guodong
    Lai, Chunyan
    Tjong, Jimi
    Kar, Narayan C.
    IEEE TRANSACTIONS ON POWER ELECTRONICS, 2018, 33 (12) : 10673 - 10682
  • [43] Application of extended Kalman filter to permanent-magnet synchronous motor control system
    School of Electrical and Information Engineering, Jiangsu University, Zhenjiang 212013, China
    Jiangsu Daxue Xuebao Ziran Kexue Ban J. Jiangsu Univ. Nat. Sci. Ed., 2006, 3 (249-253):
  • [44] Robust integral backstepping control with extended Kalman filter of permanent magnet synchronous motor
    Bakhti I.
    Chaouch S.
    Makouf A.
    Douadi T.
    International Journal of Industrial and Systems Engineering, 2019, 31 (01) : 1 - 14
  • [45] Speed Estimation Using Extended Filter Kalman for the Direct Torque Controlled Permanent Magnet Synchronous Motor (PMSM)
    Merzoug, M. S.
    Benalla, H.
    Naceri, H.
    SECOND INTERNATIONAL CONFERENCE ON COMPUTER AND ELECTRICAL ENGINEERING, VOL 2, PROCEEDINGS, 2009, : 122 - +
  • [46] An Extended Kalman Filter based Sensorless Permanent Magnet Synchronous Motor Drive with Improved Dynamic Performance
    Gopinath, G. R.
    Das, Shyama P.
    2018 IEEE INTERNATIONAL CONFERENCE ON POWER ELECTRONICS, DRIVES AND ENERGY SYSTEMS (PEDES), 2018,
  • [47] Sensorless control of marine permanent magnet synchronous propulsion motor based on adaptive extended Kalman filter
    Chen, Zaifa
    Liu, Yancheng
    FRONTIERS IN ENERGY RESEARCH, 2022, 10
  • [48] Sensorless sliding mode control of an interior permanent magnet synchronous motor based on extended Kalman filter
    Xu, Z
    Rahman, MF
    PEDS 2003 : FIFTH INTERNATIONAL CONFERENCE ON POWER ELECTRONICS AND DRIVE SYSTEMS, VOLS 1 AND 2, PROCEEDINGS, 2003, : 722 - 727
  • [49] Sensorless Vector Control of a Permanent-Magnet Synchronous Motor Based on an Extended Adaptive Kalman Filter
    Belov M.P.
    Belov A.M.
    van Lanh N.
    Russian Electrical Engineering, 2022, 93 (03): : 148 - 154
  • [50] Rotor Position Observer Utilizing a Sine-filter for Permanent Magnet Synchronous Motor
    Chepiga, Andrey
    Podzorova, Valentina
    Anuchin, Alecksey
    Hirz, Mario
    Datlinger, Christoph
    Getmanenko, Fedor
    2021 28TH INTERNATIONAL WORKSHOP ON ELECTRIC DRIVES: IMPROVING RELIABILITY OF ELECTRIC DRIVES (IWED2021), 2021,