Kriging Surrogate Model-Based Design of an Ultra-High-Speed Surface-Mounted Permanent-Magnet Synchronous Motor Considering Stator Iron Loss and Rotor Eddy Current Loss

  • 임소연
  • Lee, Soo-Gyung
  • Kim, Dong-Min
  • Xu, Gu
  • Shin, Sun-Yong
  • ... Lim, Myung Seop
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초록

Ultra-high-speed (UHS) surface-mounted permanent-magnet synchronous motors (SPMSMs) are widely used for driving air compressors. UHS SPMSMs can suffer from high stator iron loss and rotor eddy current loss due to their high rotational speed and changes in the magnetic flux density when loading. Since these losses do not have a linear trend but change according to the motor design parameters, mathematical models cannot always predict them. This study aims to design of UHS SPMSMs based on a kriging surrogate model that takes into account the stator iron loss and rotor eddy current loss. Since the kriging surrogate model is highly predictive for nonlinear inputs, it is the perfect candidate to take into account the stator iron loss and rotor eddy current loss. The design proposed in this study, allowed to minimize the size and losses of a motor that satisfied the power specification

키워드

StatorsRotorsStressMathematical modelOptimizationPredictive modelsIronEddy current losskriging surrogate modelstator iron lossultra-high-speed (UHS) motorOPTIMIZATION
제목
Kriging Surrogate Model-Based Design of an Ultra-High-Speed Surface-Mounted Permanent-Magnet Synchronous Motor Considering Stator Iron Loss and Rotor Eddy Current Loss
저자
임소연Lee, Soo-GyungKim, Dong-MinXu, GuShin, Sun-YongLim, Myung Seop
DOI
10.1109/TMAG.2021.3080119
발행일
2022-02
유형
Article
저널명
IEEE Transactions on Magnetics
58
2
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1 ~ 5