Model Predictive Control for PMSM Based on the Elimination of Current Prediction Errors

被引:4
作者
Zhang, Xiaoguang [1 ]
Cao, Yuanhang [1 ]
Zhang, Chenguang [1 ]
Niu, Shuangxia [2 ]
机构
[1] North China Univ Technol, Inverter Technol Engn Res Ctr Beijing, Beijing 100144, Peoples R China
[2] Hong Kong Polytech Univ, Dept Elect & Elect Engn, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Vectors; Predictive models; Inductance; Voltage control; Mathematical models; Predictive control; Resistance; Current prediction errors (CPEs); model predictive control (MPC); permanent magnet synchronous motor (PMSM); SPMSM DRIVES;
D O I
10.1109/JESTPE.2024.3387428
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
Predictive control is recognized as a promising control method. Model predictive control (MPC), as one of its branches, has been widely applied in the field of power electronics and motor drives due to the advantage of simple structure and satisfactory dynamic performance. However, MPC is a strongly motor-parameters-dependent method. In practical applications, the challenge exists that motor parameters may change, bringing the error between actual prediction currents and ideal prediction values and thus directly affecting the control performance of the permanent magnet synchronous motor (PMSM) system. To eliminate the current prediction errors (CPEs) and enhance the control performance of the PMSM system, an improved MPC based on the elimination of CPE (MPC-CPE) method is proposed in this article. First, the conventional MPC method and the influence of parameter mismatch are introduced. Then, the MPC-CPE method is put forward where the CPEs corresponding to the eight basic voltage vectors are calculated and an updated cost function is used to choose the optimal one. In this way, the bad influence caused by parameter mismatch can be eliminated effectively. It is worth noting that the calculation process in the MPC-CPE method is relatively simple. Finally, experiments are finished to prove that the MPC-CPE method can significantly circumvent the problem of parameter mismatch and enhance the control performance of the PMSM system on a 1.25-kW experimental platform.
引用
收藏
页码:2651 / 2660
页数:10
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共 31 条
  • [11] Model Predictive Control for Power Converters and Drives: Advances and Trends
    Vazquez, Sergio
    Rodriguez, Jose
    Rivera, Marco
    Franquelo, Leopoldo G.
    Norambuena, Margarita
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 64 (02) : 935 - 947
  • [12] Predictive current control with current-error correction for PM brushless AC drives
    Wipasuramonton, P.
    Zhu, Z. Q.
    Howe, David
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2006, 42 (04) : 1071 - 1079
  • [13] Adjustable Model Predictive Control for IPMSM Drives Based on Online Stator Inductance Identification
    An, Xingke
    Liu, Guohai
    Chen, Qian
    Zhao, Wenxiang
    Song, Xiangjin
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2022, 69 (04) : 3368 - 3381
  • [14] Predictive Current Control and Field-Weakening Operation of SPMSM Drives Without Motor Parameters and DC Voltage
    Yang, Haitao
    Zhang, Yongchang
    Shen, Wenjia
    [J]. IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN POWER ELECTRONICS, 2022, 10 (05) : 5635 - 5646
  • [15] Disturbance/Uncertainty Estimation and Attenuation Techniques in PMSM Drives-A Survey
    Yang, Jun
    Chen, Wen-Hua
    Li, Shihua
    Guo, Lei
    Yan, Yunda
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 64 (04) : 3273 - 3285
  • [16] Improved Model Predictive Current Control for SPMSM Drives With Parameter Mismatch
    Yuan, Xin
    Zhang, Shuo
    Zhang, Chengning
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2020, 67 (02) : 852 - 862
  • [17] Motor-Parameter-Free Model Predictive Current Control for PMSM Drives
    Zhang, Xiaoguang
    Zhang, Chenguang
    Wang, Ziwei
    Rodriguez, Jose
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2024, 71 (06) : 5443 - 5452
  • [18] Sliding-Mode-Based Deadbeat Predictive Current Control for PMSM Drives
    Zhang, Xiaoguang
    Wang, Ziwei
    Bai, Hailong
    [J]. IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN POWER ELECTRONICS, 2023, 11 (01) : 962 - 969
  • [19] Simple Robust Model Predictive Current Control for PMSM Drives Without Flux-Linkage Parameter
    Zhang, Xiaoguang
    Wang, Ziwei
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2023, 70 (04) : 3515 - 3524
  • [20] Model Predictive Voltage Control for SPMSM Drives With Parameter Robustness Optimization
    Zhang, Xiaoguang
    Wang, Ziwei
    Zhao, Zhihao
    Cheng, Ming
    [J]. IEEE TRANSACTIONS ON TRANSPORTATION ELECTRIFICATION, 2022, 8 (03): : 3151 - 3163