Multi-Objective Optimization of Permanent Magnet Synchronous Motor Based on Elite Retention Hybrid Simulated Annealing Algorithm

被引:0
|
作者
Cao, Xuejing [1 ]
Li, Guoli [1 ]
Ye, Qiubo [1 ]
Zhou, Rui [1 ]
Ma, Guang [1 ]
Zhou, Fangfang [1 ]
机构
[1] Anhui Univ, Sch Elect Engn & Automat, Hefei, Anhui, Peoples R China
来源
PROCEEDINGS OF THE 2017 12TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA) | 2017年
关键词
PMSM; simulated annealing algorithm; genetic algorithm; elite reservation strategy; multi-objective optimization; finite element simulation;
D O I
暂无
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
Aiming at the features of the multi-objective, multi-constraint and nonlinear parameter optimization of Permanent Magnet Synchronous Motor (PMSM), a modified hybrid simulated annealing genetic algorithm (SAGA) is adopted in this paper. Crossover mutation operator from genetic algorithm is introduced into simulated annealing process, and an elite reservation strategy is added into genetic selection operator to prevent losing excellent individuals. SAGA not only has the local search ability of the simulated annealing algorithm, but also has the ability of global optimization of genetic algorithm, which improves the premature convergence of the algorithm and the convergence speed. A multi-objective optimization model of structural parameters is established for a 4-pole 1.1 kW PMSM. The optimization algorithm and electromagnetic calculation program are combined to form a multi-objective optimization algorithm. The optimization results simulated by Ansoft show that the algorithm can get better results after optimization and improve the starting performance and operating characteristics of the motor.
引用
收藏
页码:535 / 540
页数:6
相关论文
共 50 条
  • [41] Multi-Objective Optimization Strategy for Commercial Vehicle Permanent Magnet Water Pump Motor Based on Improved Sparrow Algorithm
    Pei, Wenjun
    Xiao, Ping
    Pan, Jiabao
    Li, Zhihao
    Lv, Aoning
    APPLIED SCIENCES-BASEL, 2024, 14 (21):
  • [42] A Novel, Evolutionary, Simulated Annealing inspired Algorithm for the Multi-Objective Optimization of Combinatorial Problems
    Nino, Elias D.
    Ardila, Carlos J.
    Chinchilla, Anangelica
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, ICCS 2012, 2012, 9 : 1992 - 1998
  • [43] 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)
  • [44] Analysis of End-Effect Torque and Multi-Objective Optimization for Multi-Port Spatial Permanent Magnet Synchronous Motor
    Liu, Xin
    Zheng, Xiaolin
    Wang, Xiaoyuan
    IEEE TRANSACTIONS ON MAGNETICS, 2022, 58 (09)
  • [45] The algorithm of multi-objective optimization of PM synchronous motors
    Knypinski, Lukasz
    Nowak, Lech
    PRZEGLAD ELEKTROTECHNICZNY, 2019, 95 (04): : 242 - 245
  • [46] EVOLUTIONARY ALGORITHM BASED ON SIMULATED ANNEALING FOR THE MULTI-OBJECTIVE OPTIMIZATION OF COMBINATORIAL PROBLEMS EMSA: Hybrid Metaheuristic based on Genetic Algorithms, Simulated Annealing and Deterministic Swapping
    Ruiz, Elias D. Nino
    Nieto Parra, Henry
    Chinchilla Camargo, Anangelica Isabel
    INTERNATIONAL JOURNAL OF COMBINATORIAL OPTIMIZATION PROBLEMS AND INFORMATICS, 2013, 4 (02): : 53 - 63
  • [47] A Hybrid Ant Colony Optimization and Simulated Annealing Algorithm for Multi-Objective Scheduling of Cellular Manufacturing Systems
    Delgoshaei, Aidin
    Ali, Ahad
    INTERNATIONAL JOURNAL OF APPLIED METAHEURISTIC COMPUTING, 2020, 11 (03) : 1 - 40
  • [48] Decomposition-based multi-objective differential evolution particle swarm optimization for the design of a tubular permanent magnet linear synchronous motor
    Wang, Guanghui
    Chen, Jie
    Cai, Tao
    Xin, Bin
    ENGINEERING OPTIMIZATION, 2013, 45 (09) : 1107 - 1127
  • [49] Multi-Objective Optimization Design of a Multi-Permanent-Magnet Motor Considering Magnet Characteristic Variation Effects
    Zheng, Shiyue
    Zhu, Xiaoyong
    Xu, Lei
    Xiang, Zixuan
    Quan, Li
    Yu, Baoxin
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2022, 69 (04) : 3428 - 3438
  • [50] Multi-Objective Optimization for Outer Rotor Low-Speed Permanent Magnet Motor
    Du, Guanghui
    Hu, Chengshuai
    Zhou, Qixun
    Gao, Wentao
    Zhang, Qizheng
    APPLIED SCIENCES-BASEL, 2022, 12 (16):