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Parameter Identification of PMSM Using Immune Clonal Selection Differential Evolution Algorithm

机译:基于免疫克隆选择差分进化算法的永磁同步电机参数辨识

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摘要

Permanent magnet synchronous motor (PMSM) models with accurate parameters are crucial to high performance PMSM control system designs. As the estimation of PMSM parameters is very difficult due to the nonlinear model complexity, a novel immune clonal differential evolution algorithm (ICDEA) is proposed to identify the electrical parameters of nonsalient pole PMSM. Clonal selection and receptor editing mechanism are introduced to ICDEA to increase the diversity of the population and improve searching capability. The effectiveness of the proposed identification method is verified by both simulation and experiment. The results show that the proposed algorithm has good convergence in simultaneously estimating stator resistance, dq-axis inductances, and rotor flux linkage. In addition, the convergence speed of ICDEA is compared with other differential evolution (DE) algorithms, which verifies that the ICDEA has better performances in global searching.
机译:参数准确的永磁同步电动机(PMSM)模型对于高性能PMSM控制系统设计至关重要。由于非线性模型的复杂性使得永磁同步电机参数的估计非常困难,因此提出了一种新颖的免疫克隆差分进化算法(ICDEA)来识别非凸极永磁同步电机的电参数。将克隆选择和受体编辑机制引入ICDEA,以增加种群的多样性并提高搜索能力。仿真和实验验证了所提识别方法的有效性。结果表明,该算法在同时估计定子电阻,dq轴电感和转子磁链时具有良好的收敛性。此外,将ICDEA的收敛速度与其他差分进化(DE)算法进行了比较,这证明ICDEA在全局搜索中具有更好的性能。

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  • 来源
    《Mathematical Problems in Engineering》 |2014年第9期|160685.1-160685.10|共10页
  • 作者单位

    College of Electrical and Information Engineering, Hunan University, Changsha 410082, China;

    College of Electrical and Information Engineering, Hunan University, Changsha 410082, China;

    School of Information and Electrical Engineering, Hunan University of Science and Technology, Xiangtan 411021, China;

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