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Creating evolutionary algorithms by means of analytic programming - Design of new cost function

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dc.title Creating evolutionary algorithms by means of analytic programming - Design of new cost function en
dc.contributor.author Komínková Oplatková, Zuzana
dc.contributor.author Zelinka, Ivan
dc.relation.ispartof 21st European Conference on Modelling and Simulation ECMS 2007: Simulations in United Europe
dc.identifier.isbn 978-0-9553018-2-7
dc.date.issued 2007
dc.citation.spage 271
dc.citation.epage 276
dc.event.title 21st European Conference on Modelling and Simulation
dc.event.location Prague
utb.event.state-en Czech Republic
utb.event.state-cs Česká republika
dc.event.sdate 2007-06-04
dc.event.edate 2007-06-06
dc.type conferenceObject
dc.language.iso en
dc.publisher European Council for Modelling and Simulation (ECMS) en
dc.relation.uri http://www.scs-europe.net/conf/ecms2007/ecms2007-cd/ecms2007/ecms2007%20pdf/is_0130.pdf
dc.subject evolutionary algorithms en
dc.subject symbolic regression en
dc.subject analytic programming en
dc.subject selforganizing migrating algorithm en
dc.subject hill-climbing en
dc.subject differential evolution en
dc.description.abstract This contribution deals with a new idea of how to create evolutionary algorithms by means of symbolic regression and Analytic Programming. The motivation was not only to tune some existing algorithms to their better performance, but also to find a new robust evolutionary algorithm. In this study operators of Differential Evolution (DE), SelfOrganizing Migrating Algortithm (SOMA), Hill Climbing were used during a process of Analytic Programming. The results showed that AP was able to find the originally defined DE, but also new structure which has a similar behaviour but slower convergence in multimodal function than DE. This, in further work, leads to including the conditions of convergence to CostFunction. Results produced in 100 repeated simulations are displayed in graphical and tabular form. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1001942
utb.identifier.obdid 15553134
utb.identifier.scopus 2-s2.0-82555175149
utb.identifier.wok 000252306400043
utb.source d-wok
dc.date.accessioned 2011-08-09T07:34:16Z
dc.date.available 2011-08-09T07:34:16Z
utb.contributor.internalauthor Komínková Oplatková, Zuzana
utb.contributor.internalauthor Zelinka, Ivan
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