A Review of Recent Developments in Electrical Machine Design Optimization Methods with a Permanent Magnet Synchronous Motor Benchmark Study

被引:0
|
作者
Duan, Yao [1 ]
Ionel, Dan M. [1 ]
机构
[1] Vestas Technol R&D, Marlborough, MA 01752 USA
来源
2011 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE) | 2011年
关键词
Brushless (BL) permanent-magnet (PM) motor; AC synchronous machine; design methodology; optimization; response surface; differential evolution; PARTICLE SWARM OPTIMIZATION; SWITCHED RELUCTANCE MOTOR; MULTIOBJECTIVE OPTIMAL-DESIGN; RESPONSE-SURFACE METHODOLOGY; FLUX LINEAR MOTOR; GENETIC ALGORITHM; FINITE-ELEMENT; OPTIMUM DESIGN; GLOBAL OPTIMIZATION; WEIGHT-REDUCTION;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The paper systematically covers the significant developments of the last decade, including surrogate modelling of electrical machines, direct and stochastic search algorithms for both single- and multi- objective design optimization problems. The specific challenges and the dedicated algorithms for electric machine design are discussed, followed by benchmark studies comparing Response Surface (RS) and Differential Evolutionary (DE) algorithms on a permanent magnet synchronous motor (PMSM) design with 5 independent variables and a strong non-linear multi-objective Pareto front and on a function with 11 independent variables. The results show that RS and DE are comparable when the optimization employs only a small number of design candidates and DE performs better when more candidates are included.
引用
收藏
页码:3694 / 3701
页数:8
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