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.
机构:
Shandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R ChinaShandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R China
Wang, Luyao
Zhang, Xueyi
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机构:
Shandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R ChinaShandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R China
Zhang, Xueyi
Wu, Jinke
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机构:
Shandong Bentu New Energy Vehicle Ind Co Ltd, Tai An 271200, Peoples R ChinaShandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R China
Wu, Jinke
Wang, Mingjun
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机构:
Rizhao Wuzheng Elect Vehicle Co Ltd, Rizhao 276800, Peoples R ChinaShandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R China
Wang, Mingjun
Hu, Wenjing
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机构:
Shandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R ChinaShandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R China
Hu, Wenjing
Geng, Huihui
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机构:
Shandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R ChinaShandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R China
Geng, Huihui
Pang, Xingzhe
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机构:
Shandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R ChinaShandong Univ Technol, Coll Transportat & Vehicle Engn, Zibo 255000, Peoples R China
机构:
Beijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
Minist Educ, Key Lab Complex Syst Intelligent Control & Decis, Beijing 100081, Peoples R ChinaBeijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
Wang, Guanghui
Chen, Jie
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机构:
Beijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
Minist Educ, Key Lab Complex Syst Intelligent Control & Decis, Beijing 100081, Peoples R ChinaBeijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
Chen, Jie
Cai, Tao
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机构:
Beijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
Minist Educ, Key Lab Complex Syst Intelligent Control & Decis, Beijing 100081, Peoples R ChinaBeijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
Cai, Tao
Xin, Bin
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机构:
Beijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
Minist Educ, Key Lab Complex Syst Intelligent Control & Decis, Beijing 100081, Peoples R China
Univ Manchester, Decis & Cognit Sci Res Ctr, Manchester Business Sch, Manchester M15 6PB, Lancs, EnglandBeijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China