永磁同步电机谐波模型参数辨识及其对转矩脉动抑制的Simulink仿真研究
Parameter Identification of Harmonic Model for Permanent Magnet Synchronous Motor and Its Simulink Simulation Study on Torque Ripple Suppression
摘要: 为解决永磁同步电机(PMSM)的转矩脉动问题,本文提出了一种基于谐波模型的转矩脉动抑制控制策略。研究首先构建了一个考虑多阶谐波影响的PMSM数学模型,并采用最小二乘法与遗传算法的结合进行参数辨识。基于改进的模型,本文将传统d-q轴模型扩展,引入了6次和12次主要谐波分量,更准确地描述了电机的非线性特性。在此基础上,开发了一种自适应谐波补偿控制算法,该算法结合了最大转矩每安培(MTPA)策略和实时参数估计,能够动态调整补偿电流以抑制转矩脉动。通过Simulink仿真与实际实验验证,该策略显著提高了转矩脉动的抑制效率,平均抑制率超过75%,特别是在抑制6次和12次主要谐波方面表现突出。此外,算法在低速高转矩和环境变化复杂工况下展现出了优越的鲁棒性。
Abstract: To address the issue of torque ripple in Permanent Magnet Synchronous Motors (PMSM), this paper proposes a torque ripple suppression control strategy based on a harmonic model. The study initially constructs a PMSM mathematical model that considers the effects of multiple-order harmonics, and it combines the least squares method with genetic algorithms for parameter identification. Based on the improved model, the traditional d-q axis model is extended to incorporate the 6th and 12th main harmonic components, which more accurately describes the motor’s nonlinear characteristics. On this basis, an adaptive harmonic compensation control algorithm is developed. This algorithm integrates the Maximum Torque Per Ampere (MTPA) strategy with real-time parameter estimation, allowing for dynamic adjustment of compensation currents to suppress torque ripples. Through Simulink simulations and actual experiments, the strategy significantly enhances the efficiency of torque ripple suppression, with an average suppression rate exceeding 75%, particularly in suppressing the 6th and 12th main harmonics. Moreover, the algorithm demonstrates superior robustness in conditions of low speed and high torque and under complex environmental changes.
文章引用:唐文广. 永磁同步电机谐波模型参数辨识及其对转矩脉动抑制的Simulink仿真研究[J]. 建模与仿真, 2025, 14(1): 626-635. https://doi.org/10.12677/mos.2025.141059

参考文献

[1] 魏永清, 康军, 曾海燕, 等. 十二相永磁电机驱动系统的容错控制策略[J]. 电工技术学报, 2019, 34(21): 4467-4473.
[2] Wang, H., Zheng, X., Yuan, X. and Wu, X. (2022) Low-Complexity Model-Predictive Control for a Nine-Phase Open-End Winding PMSM with Dead-Time Compensation. IEEE Transactions on Power Electronics, 37, 8895-8908. [Google Scholar] [CrossRef
[3] Waghmare, M.A., Umre, B.S., Aware, M.V., Kumar, A. and Yerkal, S.A. (2022) Common-Mode Voltage Minimization in Three-Phase to Six-Phase Indirect Matrix Converter Using Virtual Vector Synthesization. IEEE Transactions on Industry Applications, 58, 4848-4858. [Google Scholar] [CrossRef
[4] 张建亚, 王凯, 朱姝姝, 等. 双三相永磁同步电机多谐波电流协同控制策略[J]. 中国电机工程学报, 2020, 40(2): 644-652.
[5] 黄林森, 赵文祥, 吉敬华, 等. 稳态性能改善的双三相永磁电机直接转矩控制[J]. 电工技术学报, 2022, 37(2): 355-367.
[6] 赵勇, 黄文新, 林晓刚, 等. 基于权重系数消除和有限控制集优化的双三相永磁容错电机快速预测直接转矩控制[J]. 电工技术学报, 2021, 36(1): 3-14.
[7] Ye, D., Li, J., Chen, J., Qu, R. and Xiao, L. (2020) Study on Steady-State Errors for Asymmetrical Six-Phase Permanent Magnet Synchronous Machine Fault-Tolerant Predictive Current Control. IEEE Transactions on Power Electronics, 35, 640-651. [Google Scholar] [CrossRef
[8] 张晓光, 闫康, 张文涵. 开绕组永磁同步电机混合双矢量模型预测控制[J]. 电工技术学报, 2021, 36(1): 96-106.
[9] 姚欢, 史婷娜, 王志强, 等. 级联H桥逆变器驱动永磁同步电机的鲁棒模型预测电流控制策略[J]. 中国电机工程学报, 2022, 42(14): 5266-5277.
[10] Shao, B., Zhu, Z.Q., Feng, J.H., Guo, S.Y., Li, Y.F., Feng, L., et al. (2021) Improved Direct Torque Control Method for Dual-Three-Phase Permanent-Magnet Synchronous Machines with Back EMF Harmonics. IEEE Transactions on Industrial Electronics, 68, 9319-9333. [Google Scholar] [CrossRef
[11] Xu, J., Odavic, M., Zhu, Z., Wu, Z. and Freire, N. (2021) Switching-Table-Based Direct Torque Control of Dual Three-Phase PMSMs with Closed-Loop Current Harmonics Compensation. IEEE Transactions on Power Electronics, 36, 10645-10659. [Google Scholar] [CrossRef
[12] 段超, 刘亚静, 任武, 等. 基于线性扩张状态观测器的电流谐波抑制[J]. 微电机, 2022, 55(2): 51-55, 75.