Title :
Sequential Optimization Method for the Design of Electromagnetic Device
Author :
Lei, Gang ; Shao, K.R. ; Guo, Youguang ; Zhu, Jianguo ; Lavers, J.D.
Author_Institution :
Coll. of Electr. & Electron. Eng., Huazhong Univ. of Sci. & Technol., Wuhan
Abstract :
Three sequential optimization methods, sequential least square method, sequential Kriging method, and sequential linear Bayesian method, are presented for the optimization design of electromagnetic device. Sequential optimization method (SOM) is composed of coarse optimization process and fine optimization process. The main purpose of the former is to reduce the design space; while the target of the latter is to update the optimal design parameters. To illustrate the performance of the proposed methods, an analytic test function and the TEAM Workshop Problem 22 are investigated. Experimental results of test function demonstrate that SOM can obtain satisfactory solutions; and practical application illustrates that the number of finite element sample points is less than 1/10 compared with that by direct optimization method, while the optimal results are even better than that by direct optimization method.
Keywords :
Bayes methods; electromagnetic devices; finite element analysis; least squares approximations; optimisation; TEAM Workshop Problem 22; electromagnetic device; finite element sample points; optimal design parameters; sequential Kriging method; sequential least square method; sequential linear Bayesian method; sequential optimization; Kriging; linear Bayesian estimation (LBE); response surface model; sequential optimization method (SOM);
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2008.2002779