Processing math: 100%
电工技术学报  2025, Vol. 40 Issue (8): 2488-2503    DOI: 10.19595/j.cnki.1000-6753.tces.240590
电机及其系统 |
扩展卡尔曼观测器下的永磁同步电机负载扰动抑制研究
刘栋良1,2, 赵金洋1, 董旭辉1, 陈黎君1, 王晓啸1
1.杭州电子科技大学自动化学院 杭州 310018;
2.卧龙电气驱动集团股份有限公司 上虞 312300
Research on Load Disturbance Suppression Technology of Permanent Magnet Synchronous Motor under Extended Kalman Filter
Liu Dongliang1,2, Zhao Jinyang1, Dong Xuhui1, Chen Lijun1, Wang Xiaoxiao1
1. School of Artificial Intelligence Hangzhou Dianzi University Hangzhou 310018 China;
2. Wolong Electric Group Co. Ltd Shangyu 312300 China
全文: PDF (2803 KB)   HTML
输出: BibTeX | EndNote (RIS)      
摘要 永磁同步电机(PMSM)无传感器控制系统中,观测器的设计至关重要,其精确性与稳定性直接影响系统性能。此外,如何有效适应突变负载引起的波动,提升系统运行的可靠性,是无传感器控制的一大难点。为此,该文首先在新坐标系下建立了永磁同步电机的数学模型,利用扩展卡尔曼滤波(EKF)算法来精确估计电机状态,提升控制精度的同时确保可靠运行。然后,分析了在电机稳定运行时和突变负载后的电流谐波变化,在线性自抗扰控制的基础上,引入二阶振荡函数,提出一种改进的惯性自抗扰控制(IADRC)技术,旨在削弱电流谐波的干扰。最后,利用奈奎斯特稳定判据证明了系统的稳定性,并通过仿真和实验证明了该方法的有效性和优越性。
服务
把本文推荐给朋友
加入我的书架
加入引用管理器
E-mail Alert
RSS
作者相关文章
刘栋良
赵金洋
董旭辉
陈黎君
王晓啸
关键词 永磁同步电机惯性自抗扰控制扩展卡尔曼滤波器电流谐波新坐标系    
Abstract:Regarding the sensorless control system of permanent magnet synchronous motors (PMSM), this paper combines extended Kalman filtering (EKF) and improved inertial active disturbance rejection control (IADRC). By establishing a mathematical model under the new coordinate system and applying the EKF algorithm, the state of the motor is accurately estimated, thus ensuring the accuracy and stability of the control system. Aiming at the current harmonic disturbance caused by the sudden load change, this paper introduces the second-order oscillation function to optimize the traditional linear active disturbance rejection control and proposes an improved IADRC strategy, which significantly attenuates the harmonic disturbances and strengthens the system's immunity to disturbances.
According to the traditional mathematical model of the PMSM motor under the γδ-axis, the mathematical model of the PMSM motor under the estimated rotational coordinate system γδ is constructed, and the angle eθγ between the dq-axis and the γδ-axis is directly estimated, eliminating the influence of the other observers. After that, through the mutual validation of simulation and the mathematical model, the second-order oscillating function is connected in parallel to suppress current harmonics. The 3rd, 5th, and 7th periodic harmonics with high harmonic contents are suppressed. Its effectiveness and stability are proved by Bode's plot and the Nyquist curve plot, respectively.
The EKF's direct estimation method of error angle eθγ in γδ coordinate system is verified Through simulation and experiment, speed step, sudden load addition, and starting with rated load. Meanwhile, compared with the traditional PI control and LADRC control, IADRC plays a role in suppressing the low harmonics when the motor is running stably at 1 000 r/min with rated load. The 5th and 7th harmonic contents are reduced by 50.5% and 77.4% compared to PI. The IADRC algorithm based on the LADRC algorithm can suppress specific harmonics, with a 41.3% reduction in 5th harmonic content compared to the LADRC and a 49.4% reduction in 7th harmonic content compared to the PI. Comparative analysis of the three-phase currents after a sudden change in the rated load shows that compared to PI, the 5th harmonic content of the LADRC is reduced by 70.5%, the 7th harmonic content is reduced by 79.1%, and the 3rd harmonic content is reduced by 54.8%. Meanwhile, compared to LADRC, the 5th harmonic decreases by 44%, the 7th harmonic decreases by 13%, and the 3rd harmonic decreases by 88%.
Key wordsPermanent magnet synchronous motor    inertial active disturbance rejection control    extended Kalman filter    current harmonics    a new coordinate system   
收稿日期: 2024-04-18     
PACS: TM351  
基金资助:国家自然科学基金资助项目(52477185)
通讯作者: 赵金洋 男,1999年生,硕士研究生,研究方向为电动航空驱动系统。E-mail: 1224603950@qq.com   
作者简介: 刘栋良 男,1977年生,教授,博士生导师,研究方向为电机及其控制、新能源及电力电子/电动汽车驱动系统、电动航空驱动系统、电动船舶推进系统。E-mail: LiuDL@hdu.edu.cn
引用本文:   
刘栋良, 赵金洋, 董旭辉, 陈黎君, 王晓啸. 扩展卡尔曼观测器下的永磁同步电机负载扰动抑制研究[J]. 电工技术学报, 2025, 40(8): 2488-2503. Liu Dongliang, Zhao Jinyang, Dong Xuhui, Chen Lijun, Wang Xiaoxiao. Research on Load Disturbance Suppression Technology of Permanent Magnet Synchronous Motor under Extended Kalman Filter. Transactions of China Electrotechnical Society, 2025, 40(8): 2488-2503.
链接本文:  
https://dgjsxb.ces-transaction.com/CN/10.19595/j.cnki.1000-6753.tces.240590          https://dgjsxb.ces-transaction.com/CN/Y2025/V40/I8/2488