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

被引:251
作者
Duan, Yao [1 ,2 ]
Ionel, Dan M. [1 ,3 ]
机构
[1] Vestas Wind Turbines R&D, Madison, WI 53713 USA
[2] Univ Wisconsin, Milwaukee, WI 53201 USA
[3] Marquette Univ, Milwaukee, WI 53233 USA
关键词
AC synchronous machine; brushless (BL) permanent-magnet (PM) motor; design methodology; differential evolution (DE); optimization; response surface (RS); PARTICLE SWARM OPTIMIZATION; SWITCHED RELUCTANCE MOTOR; MULTIOBJECTIVE OPTIMAL-DESIGN; RESPONSE-SURFACE METHODOLOGY; FINITE-ELEMENT-METHOD; FLUX LINEAR MOTOR; GENETIC ALGORITHM; OPTIMUM DESIGN; DIFFERENTIAL EVOLUTION; MAPPING OPTIMIZATION;
D O I
10.1109/TIA.2013.2252597
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper systematically covers the significant developments of the last decade, including surrogate modeling of electrical machines and 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 evolution (DE) algorithms on a permanent-magnet-synchronous-motor design with five independent variables and a strong nonlinear multiobjective Pareto front and on a function with eleven independent variables. The results show that RS and DE are comparable when the optimization employs only a small number of candidate designs and DE performs better when more candidates are considered.
引用
收藏
页码:1268 / 1275
页数:8
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