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Description
  • Abstract. Evolutionary algorithms generally require a large number of objec- tive function evaluations which can be costly in practice. These evaluations can be replaced by evaluations of a cheaper meta-model of the objective functions. In this paper we describe a multiobjective memetic algorithm utilizing local distance based meta-models. This algorithm is evaluated and compared to standard multiobjective evolutionary algorithms as well as a similar algorithm with a global meta-model. The number of objective function evaluations is considered, and also the conditions under which the algorithm actually helps to reduce the time needed to find a solution are analyzed.
  • Abstract. Evolutionary algorithms generally require a large number of objec- tive function evaluations which can be costly in practice. These evaluations can be replaced by evaluations of a cheaper meta-model of the objective functions. In this paper we describe a multiobjective memetic algorithm utilizing local distance based meta-models. This algorithm is evaluated and compared to standard multiobjective evolutionary algorithms as well as a similar algorithm with a global meta-model. The number of objective function evaluations is considered, and also the conditions under which the algorithm actually helps to reduce the time needed to find a solution are analyzed. (en)
Title
  • Local Meta-models for ASM-MOMA
  • Local Meta-models for ASM-MOMA (en)
skos:prefLabel
  • Local Meta-models for ASM-MOMA
  • Local Meta-models for ASM-MOMA (en)
skos:notation
  • RIV/00216208:11320/11:10105978!RIV12-GA0-11320___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(GD201/09/H057)
http://linked.open...iv/cisloPeriodika
  • 6838
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 209801
http://linked.open...ai/riv/idVysledku
  • RIV/00216208:11320/11:10105978
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • evolutionary algorithm; surrogate models; meta-models; multiobjective optimization (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...odStatuVydavatele
  • DE - Spolková republika Německo
http://linked.open...ontrolniKodProRIV
  • [17412BDB7B36]
http://linked.open...i/riv/nazevZdroje
  • Lecture Notes in Computer Science
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...v/svazekPeriodika
  • Neuveden
http://linked.open...iv/tvurceVysledku
  • Neruda, Roman
  • Pilát, Martin
issn
  • 0302-9743
number of pages
http://localhost/t...ganizacniJednotka
  • 11320
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