Multi-Objective Optimization Design of the External Rotor Permanent Magnet-Assisted Synchronous Reluctance Motor Based on the Composite Algorithm

被引:2
|
作者
Li, Guoshuai [1 ]
Sun, Huiqin [1 ]
Hu, Weiguang [1 ]
Li, Ying [1 ]
Bai, Yongqiang [1 ]
Guo, Yingjun [1 ]
机构
[1] Hebei Univ Sci & Technol, Sch Elect Engn, Shijiazhuang 050018, Peoples R China
关键词
the external rotor PMA-SynRM; multi-objective optimization; the composite algorithm; GA-BP neural network; NSGA-III;
D O I
10.3390/electronics12194004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Based on the complex structural characteristics of permanent magnet-assisted synchronous reluctance motors (PMA-SynRMs), this paper proposes a multi-objective optimization design method for the motor using a composite algorithm. Firstly, the power density, electromagnetic torque, cogging torque, and torque fluctuation coefficient were used as optimization targets based on parametric analysis data of 14 motor structure variables, where parametric sensitivity analysis helped select eight optimization variables. Secondly, the motor prediction model was fitted using the genetic algorithm-back propagation (GA-BP) neural network. Finally, non-dominated sorting genetic algorithm-III (NSGA-III), based on the reference points, was used to find the optimization of the prediction model and complete the multi-objective optimization design of the external rotor PMA-SynRM with eight inputs and four outputs. A comparative analysis of the electromagnetic performance of the motor before and after optimization verifies the feasibility of optimizing the motor using the composite algorithm. This paper provides an analytical tool for the multi-parameter and multi-objective PMA-SynRM optimization design.
引用
收藏
页数:19
相关论文
共 50 条
  • [31] Multiobjective Optimization Design of Permanent Magnet Assisted Bearingless Synchronous Reluctance Motor Using NSGA-II
    Hua, Yizhou
    Zhu, Huangqiu
    Gao, Min
    Ji, Zongyou
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 68 (11) : 10477 - 10487
  • [32] Multi Objective Optimization of Outer Rotor Wheel-Hub Permanent Magnet Synchronous Motor Based on Exact Analytical Method
    Jing, Yi-Yang
    He, Biao
    Yang, Xiang-Yu
    Ma, Zhi-Min
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2023, 19 (01) : 507 - 519
  • [33] Kriging-Assisted Multi-Objective Design of Permanent Magnet Motor for Position Sensorless Control
    Li, Min
    Gabriel, Fabien
    Alkadri, Maria
    Lowther, David A.
    IEEE TRANSACTIONS ON MAGNETICS, 2016, 52 (03)
  • [34] Design, Multi-Objective Optimization, and Prototyping of a 20 kW 8000 rpm Permanent Magnet Synchronous Motor for a Competition Electric Vehicle
    Bhagubai, Pedro P. C.
    Sarrico, Joao G.
    Fernandes, Joao F. P.
    Branco, P. J. Costa
    ENERGIES, 2020, 13 (10)
  • [35] Multi-objective Optimization and Design of Flux-concentrating Permanent Magnet In-wheel Motor
    Wang C.
    Huang J.
    Jiang M.
    Han J.
    Zhang Z.
    Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2024, 44 (03): : 1173 - 1183
  • [36] Multi-objective Nondominated Sorting Invasive Weed Optimization Algorithm for the Permanent Magnet Brushless Direct Current Motor Design
    Wang, Si-Ling
    Song, Bao-Wei
    Duan, Gui-Lin
    GENETIC AND EVOLUTIONARY COMPUTING, 2015, 329 : 79 - 87
  • [37] Multi-Objective Optimization Design of a Stator Coreless Multidisc Axial Flux Permanent Magnet Motor
    Huang, Changchuang
    Kou, Baoquan
    Zhao, Xiaokun
    Niu, Xu
    Zhang, Lu
    ENERGIES, 2022, 15 (13)
  • [38] Comparative Design Study of HTS Synchronous Motor With Inner and Outer Rotor Type Based on Multi-Objective Optimization
    Jung, Seok-Won
    Yoon, Jonghoon
    Choi, Kibum
    Bang, Jeseok
    Bong, Uijong
    Hahn, Seungyong
    IEEE TRANSACTIONS ON APPLIED SUPERCONDUCTIVITY, 2022, 32 (06)
  • [39] Multi-Objective Optimization of an Outer-Rotor V-Shaped Permanent Magnet Flux Switching Motor Based on Multi-Level Design Method
    Zhu, Xiaoyong
    Shu, Zhengming
    Quan, Li
    Xiang, Zixuan
    Pan, Xuqian
    IEEE TRANSACTIONS ON MAGNETICS, 2016, 52 (10)
  • [40] Multi-Objective Sleeve Optimization of Solid High Speed Permanent Magnet Motor Based on Rotor Strength Failure Judgment Parameters
    Yang, Zihao
    Ge, Baojun
    Dong, Chuanyou
    Tao, Dajun
    Yang, Zhifei
    IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2025,