Developments of an efficient global optimal design technique - a combined approach of MLS and SA algorithm

被引:10
作者
Ho, SL [1 ]
Yang, SY
Ni, PH
Wong, HC
机构
[1] Hong Kong Polytech Univ, EE Dept, Hong Kong, Hong Kong, Peoples R China
[2] Zhejiang Univ, EE Coll, Hangzhou 310027, Peoples R China
[3] Hong Kong Polytech Univ, Ind Ctr, Hong Kong, Hong Kong, Peoples R China
关键词
surfaces; model; simulation; algorithms; optimization;
D O I
10.1108/03321640210437851
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A new response surface model (RSM), the moving least squares (MLS) approximation, is proposed for reconstructing the objective/constraint functions for the design optimization of electromagnetic devices. The reconstructed functions are then combined with the simulated annealing (SA) algorithm to develop a computationally efficient technique to obtain the global solutions. The new method has: the "intelligence" to arrange the sample points, i.e. intensify the sample points in regions where a local optimum is likely to exist; the flexibility in dealing with irregular sample points; the self-adaptive ability to regulate the parameters of the MLS models. Detailed numerical examples are given to validate the proposed technique.
引用
收藏
页码:604 / 614
页数:11
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