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Modeling Finite-Element Constraint to Run an Electrical Machine Design Optimization Using Machine Learning.

Authors :
Arnoux, Pierre-Hadrien
Caillard, Pierre
Gillon, Frederic
Source :
IEEE Transactions on Magnetics. Mar2015, Vol. 51 Issue 3, p1-4. 4p.
Publication Year :
2015

Abstract

This paper proposes a method to the model constraints from different models to run an optimization over models with different granularities. Through machine learning, the proposed method has proven to be able to accurately map the constraints and minimize the number of call to the model. It handles both continuous and discrete variables and mixes design rules to statistic approach to create a surrogate of the model. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISSN :
00189464
Volume :
51
Issue :
3
Database :
Academic Search Index
Journal :
IEEE Transactions on Magnetics
Publication Type :
Academic Journal
Accession number :
102288105
Full Text :
https://doi.org/10.1109/TMAG.2014.2364031