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Optimal Design of an Interior Permanent Magnet Synchronous Motor by Using a New Surrogate-Assisted Multi-Objective Optimization

Authors
Lim, Dong-KukYi, Kyung-PyoJung, Sang-YongJung, Hyun-KyoRo, Jong-Suk
Issue Date
Nov-2015
Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Keywords
Interior permanent magnet synchronous motor (IPMSM); Kriging; multi-objective optimization (MOO); surrogate model
Citation
IEEE TRANSACTIONS ON MAGNETICS, v.51, no.11
Journal Title
IEEE TRANSACTIONS ON MAGNETICS
Volume
51
Number
11
URI
https://scholarworks.bwise.kr/cau/handle/2019.sw.cau/67509
DOI
10.1109/TMAG.2015.2449872
ISSN
0018-9464
1941-0069
Abstract
To optimize an interior permanent magnet synchronous motor (IPMSM) design for a fuel cell electric vehicle, a new surrogate-assisted multi-objective optimization (MOO) algorithm is proposed in this paper. The proposed algorithm is a multi-objective algorithm (MOO) that can account for three kinds of objectives such as the torque amplitude, torque ripple, and magnet usage simultaneously to improve the power transmission and to reduce the noise, vibration, and cost for various design variables. While the conventional MOO algorithms have a series that requires many function evaluations, especially considering many objectives and design variables, the proposed algorithm can create an accurate and well-distributed Pareto front set with few function evaluations. In comparison with the conventional MOO algorithms, the outstanding performance of the proposed algorithm is verified. Finally, the proposed algorithm is applied to an optimal design process of an IPMSM.
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