稳健性(进化)
控制理论(社会学)
扭矩
定子
计算机科学
插值(计算机图形学)
优化算法
永磁同步电动机
工程类
数学
数学优化
电气工程
物理
计算机图形学(图像)
基因
动画
热力学
化学
生物化学
人工智能
控制(管理)
作者
Ji-Chang Son,Ji-Yeon Kim,Jae-Wan Choi,Dong–Kuk Lim,Han-Kyeol Yeo
出处
期刊:IEEE Access
[Institute of Electrical and Electronics Engineers]
日期:2022-01-01
卷期号:10: 46599-46607
被引量:22
标识
DOI:10.1109/access.2022.3170896
摘要
This paper proposes a method for enhancing the performance of an interior permanent magnet synchronous motor (IPMSM) using grain-oriented electrical steel (GO) and design optimization. As the GO has superior magnetic characteristics in the rolling direction, the GO is applied to the stator teeth to increase the torque and reduce the iron loss of the IPMSM. However, such an approach leads to higher saturation on the core, resulting in worse pulsation characteristics. To handle with pulsation problem on the IPMSM, design optimization is conducted. In this paper, the interpolation multi-objective robust optimization algorithm (IMROA) was proposed. The IMROA can reduce the calculation time by interpolating the objective region and utilizing a stepwise sampling strategy. Moreover, the IMROA considers the robustness of the found solution and can derive a robust global solution that has robustness on the manufacturing tolerance and deformation during the operation and prevents unexpected results on the IPMSM.
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