DocumentCode
1320192
Title
Multiobjective Sequential Optimization Method for the Design of Industrial Electromagnetic Devices
Author
Lei, Gang ; Chen, X.M. ; Zhu, J.G. ; Guo, Y.G. ; Xu, Wei ; Shao, K.R.
Author_Institution
Fac. of Eng. & Inf. Technol., Univ. of Technol., Sydney, NSW, Australia
Volume
48
Issue
11
fYear
2012
Firstpage
4538
Lastpage
4541
Abstract
A multiobjective sequential optimization method (MSOM) is presented to deal with practical design problems of industrial electromagnetic devices. MSOM consists of a sequential optimization strategy of multiobjective optimization model and a modified central composite design (CCD) sampling method. To improve the optimization efficiency, Kriging model is employed to construct the approximate multiobjective optimization models. Then a modified CCD sampling method is presented to update the sample sets with the obtained Pareto optimal points and Kriging models. Thereafter, by investigating a test function and a three-dimensional permanent magnet transverse flux machine, it can be found that the proposed method is efficient, and the computation cost of finite element analysis can be saved remarkably.
Keywords
Pareto optimisation; approximation theory; electromagnetic devices; finite element analysis; permanent magnet machines; sampling methods; Kriging model; MSOM; Pareto optimal point; approximate multiobjective optimization model; finite element analysis; industrial electromagnetic device; modified CCD sampling method; modified central composite design sampling method; multiobjective sequential optimization method; three-dimensional permanent magnet transverse flux machine; Computational modeling; Electromagnetic devices; Finite element methods; Pareto optimization; Sampling methods; Central composite design; Kriging model; PM transverse flux machine; multiobjective optimization;
fLanguage
English
Journal_Title
Magnetics, IEEE Transactions on
Publisher
ieee
ISSN
0018-9464
Type
jour
DOI
10.1109/TMAG.2012.2202311
Filename
6332590
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