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
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