Multi-objective shape optimization of Permanent Magnet Synchronous Motor based on Kriging surrogate model and design domain reduction

被引:0
|
作者
Bao, Jianwen [1 ]
Xing, Jian [1 ]
Luo, Yangjun [1 ]
Zheng, Ping [2 ]
机构
[1] Dalian Univ Technol, Key Lab Adv Technol Aerosp Vehicles Liaoning Prov, Dalian 116024, Peoples R China
[2] Harbin Inst Technol, Dept Elect Engn, Harbin 150080, Heilongjiang, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
PMSM; Shape optimization; Kriging surrogate model; Design domain reduction; Multi-objective optimization; DRIVES;
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
Permanent Magnet Synchronous Motor (PMSM) is a nonlinear, multi-physics coupled system that makes it difficult to build an accurate mathematical model to optimize design parameters. Traditional design for PMSM always relies on the experience of engineers. Although some works have been done for the size optimization of motors, the performances of PMSM still need to be improved. In this paper, a multi-objective shape optimization method is proposed for the optimal design of PMSMs. In the optimization model, the shape of slot and the size of permanent magnets are considered as design variables. The objective is to minimize the torque ripple and the loss under the constraint of average torque of motors. To obtain the accurate global solution, the Kriging surrogate model algorithm with an effective design domain reduction is used. Several novel designs that can obviously reduce the torque ripple and loss of PMSM are obtained by using the proposed method. The optimization results also indicate that using the proposed shape optimization algorithm is more effective in the optimal performance design of PMSM than using size optimization methods.
引用
收藏
页码:2378 / 2381
页数:4
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