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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

Title
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
Author
임명섭
Keywords
Stators; Rotors; Stress; Mathematical model; Optimization; Predictive models; Iron; Eddy current loss; kriging surrogate model; stator iron loss; ultra-high-speed (UHS) motor
Issue Date
2022-02
Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Citation
IEEE TRANSACTIONS ON MAGNETICS, v. 58, NO. 2, article no. 8101405, Page. 1-5
Abstract
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
URI
https://ieeexplore.ieee.org/document/9430556https://repository.hanyang.ac.kr/handle/20.500.11754/177974
ISSN
0018-9464;1941-0069
DOI
10.1109/TMAG.2021.3080119
Appears in Collections:
COLLEGE OF ENGINEERING[S](공과대학) > AUTOMOTIVE ENGINEERING(미래자동차공학과) > Articles
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