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

被引:1
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%.
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页数:15
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共 24 条
  • [1] Birasa R., 2024, P 2024 ELEKTRO ELEKT, P1, DOI [10.1109/ELEKTRO60337.2024.10556840, DOI 10.1109/ELEKTRO60337.2024.10556840]
  • [2] A sliding mode speed and position observer for a surface-mounted PMSM
    Chen, Yong
    Li, Meng
    Gao, Yu-wen
    Chen, Zhang-yong
    [J]. ISA TRANSACTIONS, 2019, 87 : 17 - 27
  • [3] High-Order Extended Kalman Filter for State Estimation of Nonlinear Systems
    Ding, Linwang
    Wen, Chenglin
    [J]. SYMMETRY-BASEL, 2024, 16 (05):
  • [4] Flying-start and continuous operation of a permanent-magnet wind generator based on discontinuous currents, discrete second-order sliding-mode observer and phase-locked loop
    Jukic, Filip
    Pravica, Luka
    Barisa, Tin
    Sumina, Damir
    [J]. IET RENEWABLE POWER GENERATION, 2020, 14 (01) : 90 - 99
  • [5] Thermal Investigation of Permanent-Magnet Synchronous Motor for Aerospace Applications
    Kefalas, Themistoklis D.
    Kladas, Antonios G.
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (08) : 4404 - 4411
  • [6] Unified Graphical Model of High-Frequency Signal Injection Methods for PMSM Sensorless Control
    Li, Haoyuan
    Zhang, Xing
    Yang, Shuying
    Liu, Shanhong
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2020, 67 (06) : 4411 - 4421
  • [7] Robust Backstepping Tracking Controller for Low-Speed PMSM Positioning System: Design, Analysis, and Implementation
    Linares-Flores, Jesus
    Garcia-Rodriguez, Carlos
    Sira-Ramirez, Hebertt
    David Ramirez-Cardenas, Oscar
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2015, 11 (05) : 1130 - 1141
  • [8] Pan Y., 2023, P 2023 IEEE 3 INT C, P440, DOI [10.1109/ICETCI57876.2023.10176975, DOI 10.1109/ICETCI57876.2023.10176975]
  • [9] Sensorless Speed Control of Synchronous Reluctance Motor Drives Based on Extended Kalman Filter and Neural Magnetic Model
    Pasqualotto, Dario
    Rigon, Saverio
    Zigliotto, Mauro
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2023, 70 (02) : 1321 - 1330
  • [10] Fusion of Position Estimation Techniques for a Swing Servo by a Permanent-Magnet Synchronous Machine
    Qian, Linfang
    Sun, Le
    Wang, Kuan
    Tong, Minghao
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2023, 70 (07) : 6551 - 6562