Multiobjective Optimization of Switched Reluctance Motors Based on Design of Experiments and Particle Swarm Optimization

被引:190
作者
Ma, Cong [1 ]
Qu, Liyan [1 ]
机构
[1] Univ Nebraska, Dept Elect & Comp Engn, Lincoln, NE 68588 USA
关键词
Design of experiments (DoE); multiobjective optimization; particle swarm optimization (PSO); response surface (RS); sensitivity analysis; switched reluctance motor (SRM); LATIN HYPERCUBE DESIGN; SHAPE OPTIMIZATION; TORQUE; REDUCTION; POLE; MACHINES; PMLSM;
D O I
10.1109/TEC.2015.2411677
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
This paper proposes a comprehensive framework for multiobjective design optimization of switched reluctance motors (SRMs) based on a combination of the design of experiments and particle swarm optimization (PSO) approaches. First, the definitive screening design was employed to perform sensitivity analyses to identify significant design variables without bias of interaction effects between design variables. Next, optimal third-order response surface (RS) models were constructed based on the Audze-Eglais Latin hypercube design using the selected significant design variables. The constructed optimal RS models consist of only significant regression terms, which were selected by using PSO. Then, a PSO-based multiobjective optimization coupled with the constructed RS models, instead of the finite-element analysis, was performed to generate the Pareto front with a significantly reduced computational cost. A sample SRM design with multiple optimization objectives, i.e., maximizing torque per active mass, maximizing efficiency, and minimizing torque ripple, was conducted to verify the effectiveness of the proposed optimal design framework.
引用
收藏
页码:1144 / 1153
页数:10
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