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Hybrid Estimation of Distribution Algorithm Using Local Function Approximations.

Authors :
Campelo, Felipe
Guimarães, Frederico G.
Ramírez, Jaime A.
Igarashi, Hajime
Source :
IEEE Transactions on Magnetics. Mar2009, Vol. 45 Issue 3, p1558-1561. 4p. 1 Chart, 2 Graphs.
Publication Year :
2009

Abstract

In this paper, we introduce an approach for the design of electromagnetic devices based on the use of Estimation of Distribution Algorithms (EDAs), coupled with approximation-based local search around the most promising solutions. The main idea is to combine the power of EDAs in the solution of hard optimization problems with the faster convergence provided by the local search using local approximations. The resulting hybrid algorithm is tested on a numerical benchmark problem. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00189464
Volume :
45
Issue :
3
Database :
Academic Search Index
Journal :
IEEE Transactions on Magnetics
Publication Type :
Academic Journal
Accession number :
37212534
Full Text :
https://doi.org/10.1109/TMAG.2009.2012741