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Optimization of Two-Phase In-Wheel IPMSM for Wide Speed Range by Using the Kriging Model Based on Latin Hypercube Sampling

机译:基于拉丁超立方体采样的克里格模型优化宽速度范围内的两相轮内IPMSM

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摘要

This paper introduces an optimal design process for in-wheel interior permanent magnet synchronous motor (IPMSM) to achieve wide speed range. A finite element method (FEM) was used for calculating the inductances of the d-axis and q-axis by changing the structure of rotor shape in IPMSM. After FEM analysis, optimal design process to find optimal rotor shape is processed for wide speed range. In optimal process, the Kriging method based on the Latin hypercube sampling (LHS) and a genetic algorithm (GA) are applied due to suitability to non-linear data. Using this optimal design process, an optimal rotor shape is obtained. The optimal model has an increased wide speed range with reduced cogging torque.
机译:本文介绍了一种轮毂内部永磁同步电动机(IPMSM)的最佳设计过程,以实现较宽的速度范围。通过改变IPMSM中转子形状的结构,使用有限元方法(FEM)来计算d轴和q轴的电感。经过有限元分析后,可在较宽的速度范围内进行最佳设计过程,以找到最佳转子形状。在最优过程中,由于适合于非线性数据,因此应用了基于拉丁超立方体采样(LHS)和遗传算法(GA)的Kriging方法。使用该最佳设计过程,可以获得最佳转子形状。最佳模型具有更大的速度范围,且齿槽转矩减小。

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