Surrogate Assisted Contour Algorithm for Optimal Design of Interior Permanent Magnet Synchronous Motor for Electric Vehicles

被引：0
|
作者：
Wi, Chang-Hyun [1 ]
Lim, Dong-Kuk [1 ]
机构：
[1] Univ Ulsan, Dept Elect Elect & Comp Engn, Ulsan, South Korea
来源：
JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY | 2022年 / 17卷 / 06期
关键词：
Electric vehicles; Interior permanent magnet synchronous motor; Multimodal; Optimal design; Surrogate model;
D O I：
10.1007/s42835-022-01176-2
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
In this paper, to solve the multimodal optimization problem of electric motors, the surrogate assisted contour algorithm (SACA) is proposed. The surrogate models of SACA are generated and updated with fewer number of function calls by using the added samples of the proposed algorithm. By utilizing the contour region, SACA efficiently adds samples to generate surrogate model. The outstanding performance of the proposed algorithm is verified by comparison with niching genetic algorithm at two mathematical test functions. Finally, the SACA is applied to the optimal design of the interior permanent magnet synchronous motor for electric vehicles.
引用
收藏
页码：3297 / 3303
页数：7
相关论文
共 50 条
  • [21] Optimal Design of an Interior Permanent Magnet Synchronous Motor for Electrical Vehicle Applications
    Zhang, Y.
    Shen, J. X.
    Li, P.
    2013 INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS (ICEMS), 2013, : 982 - 985
  • [22] Optimal Design of an Interior Permanent Magnet Synchronous Motor with Cobalt Iron Core
    Bhagubai, Pedro P. C.
    Bucho, Luis F. D.
    Fernandes, Joao F. P.
    Branco, P. J. Costa
    ENERGIES, 2022, 15 (08)
  • [23] Design of Outer-Rotor Permanent-Magnet-Assisted Synchronous Reluctance Motor for Electric Vehicles
    Bozkurt, Armagan
    Baba, Ahmet Fevzi
    Oner, Yusuf
    ENERGIES, 2021, 14 (13)
  • [24] Design and Analysis of Permanent Magnet Parameters for Interior Permanent Magnet Synchronous Motor
    Wang, Xiuping
    Yang, Chuhan
    Li, Yan
    Qu, Chunyu
    2020 ASIA CONFERENCE ON GEOLOGICAL RESEARCH AND ENVIRONMENTAL TECHNOLOGY, 2021, 632
  • [25] Design of an Interior Permanent Magnet Synchronous Motor supported by the Topology Optimization Algorithm
    Risticevic, Milorad
    Iles, Dorin
    Moeckel, Andreas
    2016 INTERNATIONAL SYMPOSIUM ON POWER ELECTRONICS, ELECTRICAL DRIVES, AUTOMATION AND MOTION (SPEEDAM), 2016, : 215 - 219
  • [26] Study on Key Technologies of Permanent Magnet Synchronous Motor Design for Electric Vehicles
    Xie, Ying
    Ge, Hongyan
    Yang, Zhongxue
    Lv, Sen
    2014 17TH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS (ICEMS), 2014, : 2158 - 2163
  • [27] Optimal Design of a Permanent Magnet Synchronous Motor Using the Cultural Algorithm
    Sharifi, Tohid
    Mirsalim, Mojtaba
    2021 12TH POWER ELECTRONICS, DRIVE SYSTEMS, AND TECHNOLOGIES CONFERENCE (PEDSTC), 2021, : 172 - 176
  • [28] Modeling and analysis of electromagnetic force in interior permanent magnet synchronous motor used for electric vehicles
    Wu, Zhipeng
    Zuo, Shuguang
    Hu, Xiaorui
    Hu, Shenglong
    Chen, Siyue
    Liu, Chang
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2022, 236 (13) : 7560 - 7575
  • [29] Field Weakening Operation Control Strategies of Interior Permanent Magnet Synchronous Motor for Electric Vehicles
    Sun Kai
    Shu Qifang
    2011 30TH CHINESE CONTROL CONFERENCE (CCC), 2011, : 3640 - 3643
  • [30] Parameters Estimation of Interior Permanent Magnet Synchronous Motor for Electric Vehicles by Considering Geometrical Properties
    Purwadi, Agus
    Rizqiawan, Arwindra
    Hutahean, Roynaldo
    Heryana, Nana
    Heryanto, Nur A.
    Hindersah, Hilwadi
    Sholahuddin, Umar
    ADVANCED SCIENCE LETTERS, 2016, 22 (09) : 2133 - 2137
12345