TY - JOUR
T1 - Orthogonal multiobjective chemical reaction optimization approach for the brushless DC motor design
AU - Duan, Haibin
AU - Gan, Lu
N1 - Publisher Copyright:
© 1965-2012 IEEE.
PY - 2015/1/1
Y1 - 2015/1/1
N2 - The optimal design of a brushless direct-current motor (BLDCM) is a prevalent and practical issue in the field of magnetics. A major problem is to design a BLDCM so that it operates optimally in the sense of producing maximum efficiency with minimal material cost. Using the sizing model, a novel orthogonal multiobjective chemical reaction optimization (OMOCRO) algorithm is proposed to solve this problem. Chemical reaction optimization is a newly proposed heuristic algorithm, inspired by the interactions between molecules during chemical reactions. In our proposed OMOCRO, we employ a Pareto ranking scheme to deal with multiobjective optimization problems, and orthogonal experimental design is used in the initialization stage. Comparative experiments with nondominated sorting genetic algorithm and multiobjective particle swarm approach demonstrate that our proposed method is more competitive in handling complex optimization problems.
AB - The optimal design of a brushless direct-current motor (BLDCM) is a prevalent and practical issue in the field of magnetics. A major problem is to design a BLDCM so that it operates optimally in the sense of producing maximum efficiency with minimal material cost. Using the sizing model, a novel orthogonal multiobjective chemical reaction optimization (OMOCRO) algorithm is proposed to solve this problem. Chemical reaction optimization is a newly proposed heuristic algorithm, inspired by the interactions between molecules during chemical reactions. In our proposed OMOCRO, we employ a Pareto ranking scheme to deal with multiobjective optimization problems, and orthogonal experimental design is used in the initialization stage. Comparative experiments with nondominated sorting genetic algorithm and multiobjective particle swarm approach demonstrate that our proposed method is more competitive in handling complex optimization problems.
KW - Brushless direct-current motor (BLDCM)
KW - chemical reaction optimization (CRO)
KW - multiobjective optimization
KW - orthogonal experimental design (OED)
UR - https://www.scopus.com/pages/publications/84922748311
U2 - 10.1109/TMAG.2014.2325797
DO - 10.1109/TMAG.2014.2325797
M3 - 文章
AN - SCOPUS:84922748311
SN - 0018-9464
VL - 51
JO - IEEE Transactions on Magnetics
JF - IEEE Transactions on Magnetics
IS - 1
M1 - 6819029
ER -