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
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
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