Title :
Study on Optimal Design Based on Direct Coupling Between a FEM Simulation Model and L-BFGS-B Algorithm
Author :
Berkani, M.S. ; Giurgea, Stefan ; Espanet, C. ; Coulomb, J.L. ; Kieffer, Christophe
Author_Institution :
ENERGIE Dept., FEMTO-ST Inst., Belfort, France
Abstract :
This paper investigates the capability of a Quasi-Newton optimization algorithm, the L-BFGS-B one, to reduce the drawbacks of the direct coupling with FEM models. After a short description of the L-BFGS-B algorithm, the authors have tested it to the TEAM Workshop Problem 25. L-BFGS-B algorithm issues linked to FEM estimation of the objective function have been analyzed. Finally the authors present the results of an electromagnetic device optimal design, using a large number of parameters (47).
Keywords :
Newton method; electromagnetic devices; finite element analysis; optimisation; permanent magnets; FEM simulation model; L-BFGS-B algorithm; TEAM workshop problem 25; direct coupling; electromagnetic device optimal design; objective function; permanent magnets; quasiNewton optimization algorithm; Finite element methods; optimization methods;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2013.2245871