Rotor design optimization of a 4000 rpm permanent magnet synchronous generator using moth flame optimization algorithm

Deniz Perin, A. D. Karaoglan, K. Yilmaz
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Abstract

The goal of this paper is to optimize the rotor design parameters of 4000 rpm permanent magnet synchronous generator. The factors namely embrace, offset, outer diameter, and magnet thickness are selected as the design parameters those will be optimized in order to hold the magnetic flux density (MFD) distribution and the flux density on stator teeth and stator yoke within a desirable range while maximizing efficiency. The numerical simulations are carried out in the Maxwell environment for this purpose. The mathematical relationships between the responses and the factors are then derived using regression modeling over the simulation data. Following the modeling phase, the moth flame optimization is applied to these regression models to optimize the rotor design parameters. The motivation is determining mathematical relation between the important design parameters of the high speed generator and the measured responses, when standard M530-50A lamination material is used and then to demonstrate the utility of MFO to the readers on this design problem. The optimum factor levels for embrace, offset, outer diameter, and magnet thickness are calculated as 0.68, 30, 161.56, and 8.92 respectively. Additionally, confirmations are done by using Maxwell and the efficiency is calculated as 94.85%, and magnetic distributions are calculated as 1.64, 0.26, and 0.93 Tesla for stator teeth flux density, stator yoke flux density, and MFD; respectively. The results show that the efficiency is maximized and the magnetic distributions are kept within an appropriate range.
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利用蛾焰优化算法优化 4000 转/分永磁同步发电机的转子设计
本文旨在优化 4000 rpm 永磁同步发电机的转子设计参数。为了将磁通密度(MFD)分布以及定子齿和定子轭上的磁通密度保持在理想范围内,同时最大限度地提高效率,本文选择了怀抱、偏移、外径和磁体厚度等因素作为需要优化的设计参数。为此,我们在麦克斯韦环境中进行了数值模拟。然后,通过对模拟数据进行回归建模,得出响应和因素之间的数学关系。在建模阶段之后,对这些回归模型采用蛾焰优化法来优化转子设计参数。这样做的目的是在使用标准 M530-50A 层压材料时,确定高速发电机重要设计参数与测量响应之间的数学关系,然后向读者展示 MFO 在这一设计问题上的实用性。计算得出的抱负、偏移、外径和磁体厚度的最佳系数水平分别为 0.68、30、161.56 和 8.92。此外,还使用麦克斯韦进行了确认,计算得出效率为 94.85%,定子齿磁通密度、定子轭磁通密度和 MFD 的磁分布分别为 1.64、0.26 和 0.93 特斯拉。结果表明,效率最大化,磁分布保持在适当范围内。
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