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Pre-processing, repairing and transfer functions can help binary electromagnetism-like algorithms

dc.contributor.authorSoto R.
dc.contributor.authorCrawford B.
dc.contributor.authorMuñoz A.
dc.contributor.authorJohnson F.
dc.contributor.authorParedes F.
dc.date.accessioned2020-09-02T22:28:42Z
dc.date.available2020-09-02T22:28:42Z
dc.date.issued2015
dc.identifier10.1007/978-3-319-18476-0_10
dc.identifier.citation347, , 89-97
dc.identifier.issn21945357
dc.identifier.urihttps://hdl.handle.net/20.500.12728/6316
dc.descriptionThe Electromagnetism-like algorithm is a relatively modern metaheuristic based on the attraction-repulsion mechanism of particles in the context of electromagnetism theory. This paper focuses on improving performance of this metaheuristic when solving binary problems. To this end, we incorporate three elements: pre-processing, repairing, and transfers functions. The pre-processing allows to reduce the size of instances, while repairing eliminates those potential solutions that violate the constraints. Finally, the incorporation of a transfer function adapts the solutions to a binary domains. We illustrate experimental results where the incorporation of these elements improve the resolution phase, when solving a set of 65 non-unicost set covering problems. © Springer International Publishing Switzerland 2015.
dc.language.isoen
dc.publisherSpringer Verlag
dc.sourceSilhavy R.Senkerik R.Oplatkova Z.K.Prokopova Z.Silhavy P.
dc.subjectElectromagnetism-like Algorithm
dc.subjectMetaheuristics
dc.subjectPre-processing
dc.subjectAlgorithms
dc.subjectArtificial intelligence
dc.subjectRepair
dc.subjectSocial networking (online)
dc.subjectBinary problems
dc.subjectElectromagnetism theory
dc.subjectElectromagnetism-like algorithm
dc.subjectImproving performance
dc.subjectMeta heuristics
dc.subjectPre-processing
dc.subjectRepulsion mechanisms
dc.subjectSet covering problem
dc.subjectTransfer functions
dc.titlePre-processing, repairing and transfer functions can help binary electromagnetism-like algorithms
dc.typeConference Paper


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