Hybrid Estimation of Distribution Algorithm Using Local Function Approximations

F Campelo, FG Guimaraes, JA Ramirez, H Igarashi

Research output: Contribution to journalArticlepeer-review

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.
Original languageEnglish
Pages (from-to)1558-1561
JournalIEEE Transactions on Magnetics
Volume45
Issue number3
DOIs
Publication statusPublished - Mar 2009

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