A study on comparison of optimization performances between immune algorithm and other heuristic algorithms

被引:114
作者
Chun, JS [1 ]
Jung, HK [1 ]
Hahn, SY [1 ]
机构
[1] Seoul Natl Univ, Sch Elect Engn, Seoul 151742, South Korea
关键词
immune algorithm; heuristic algorithm; optimization performance; genetic algorithm; evolution strategy; numerical test functions; optimal design; SPMSM;
D O I
10.1109/20.717694
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
Usefulness of heuristic algorithms as the search method for diverse optimization problems is examined. Immune algorithm(IA), genetic algorithm(GA) and evolution strategy(ES) are used to search the optimal value for some numerical functions. Then those results are compared each other. It is shown that IA is more useful for most of problems. Especially the structure and characteristic of immune algorithm(IA) are inspected in detail. Finally a surface permanent magnet synchronous motor (SPMSM) is designed by using the algorithms.
引用
收藏
页码:2972 / 2975
页数:4
相关论文
共 7 条
[1]   Shape optimization of electromagnetic devices using immune algorithm [J].
Chun, JS ;
Kim, MK ;
Jung, HK ;
Hong, SK .
IEEE TRANSACTIONS ON MAGNETICS, 1997, 33 (02) :1876-1879
[2]   Shape optimization of closed slot type permanent magnet motors for cogging torque reduction using evolution strategy [J].
Chun, JS ;
Jung, HK ;
Yoon, JS .
IEEE TRANSACTIONS ON MAGNETICS, 1997, 33 (02) :1912-1915
[3]  
Hendershot JR, 1994, DESIGN BRUSHLESS PER
[4]  
MICHALEWICZ Z, 1992, GENETIC ALGORITHMS P
[5]  
Mori K., 1993, Transactions of the Institute of Electrical Engineers of Japan, Part C, V113-C, P872
[6]   FEM AND EVOLUTION STRATEGIES IN THE OPTIMAL-DESIGN OF ELECTROMAGNETIC DEVICES [J].
PREIS, K ;
MAGELE, C ;
BIRO, O .
IEEE TRANSACTIONS ON MAGNETICS, 1990, 26 (05) :2181-2183
[7]   UTILIZING GENETIC ALGORITHMS FOR THE OPTIMAL-DESIGN OF ELECTROMAGNETIC DEVICES [J].
ULER, GF ;
MOHAMMED, OA ;
KOH, CS .
IEEE TRANSACTIONS ON MAGNETICS, 1994, 30 (06) :4296-4298