A novel orthogonal simulated annealing algorithm for optimization of electromagnetic problems

被引:0
作者
Shu, LS [1 ]
Ho, SJ
Ho, SY
机构
[1] Feng Chia Univ, Dept Informat Engn, Taichung 407, Taiwan
[2] Natl Huwei Inst Technol, Dept Automat Engn, Huwei 632, Yunlin, Taiwan
来源
INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING | 2003年 / 2690卷
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel orthogonal simulated annealing algorithm OSA for optimizations of electromagnetic problems is proposed in this paper. High performance of OSA mainly arises from an intelligent generation mechanism (IGM) based on orthogonal experimental design (OED). The OED-based IGM can efficiently generate a good candidate solution for next move by using a systematic reasoning method instead of the conventional method of random perturbation. It is shown empirically that OSA performs well in solving parametric optimization problems and in designing optimal electromagnetic devices, compared with some existing optimization methods using simulated annealing algorithms and genetic algorithms.
引用
收藏
页码:415 / 420
页数:6
相关论文
共 13 条
[1]  
[Anonymous], 1989, GENETIC ALGORITHM SE
[2]   An improved Genetic Algorithm for global optimization of electromagnetic problems [J].
Chen, XD ;
Qian, JG ;
Ni, GZ ;
Yang, SY ;
Zhang, ML .
IEEE TRANSACTIONS ON MAGNETICS, 2001, 37 (05) :3579-3583
[3]   STOCHASTIC RELAXATION, GIBBS DISTRIBUTIONS, AND THE BAYESIAN RESTORATION OF IMAGES [J].
GEMAN, S ;
GEMAN, D .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (06) :721-741
[4]   An adaptive simulated annealing algorithm [J].
Gong, GL ;
Liu, Y ;
Qian, MP .
STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 2001, 94 (01) :95-103
[5]  
JIANNI S, 1984, NUMERICAL ANAL ELECT
[6]   OPTIMIZATION BY SIMULATED ANNEALING [J].
KIRKPATRICK, S ;
GELATT, CD ;
VECCHI, MP .
SCIENCE, 1983, 220 (4598) :671-680
[7]   An orthogonal genetic algorithm with quantization for global numerical optimization [J].
Leung, YW ;
Wang, YP .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2001, 5 (01) :41-53
[8]   OPTIMIZING ELECTROMAGNETIC DEVICES COMBINING DIRECT SEARCH METHODS WITH SIMULATED ANNEALING [J].
SIMKIN, J ;
TROWBRIDGE, CW .
IEEE TRANSACTIONS ON MAGNETICS, 1992, 28 (02) :1545-1548
[9]   FAST SIMULATED ANNEALING [J].
SZU, H ;
HARTLEY, R .
PHYSICS LETTERS A, 1987, 122 (3-4) :157-162
[10]   Combined strategy of improved Simulated Annealing and genetic algorithm for inverse problem [J].
Tang, RY ;
Yang, SY ;
Li, Y ;
Wen, G ;
Mei, TM .
IEEE TRANSACTIONS ON MAGNETICS, 1996, 32 (03) :1326-1329