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
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;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2012.2202311