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Description
  • The paper presents a surrogate-based evolutionary strategy for multiobjective optimization. The evolutionary strategy uses distance based aggregate surrogate models in two ways as a part of memetic search and as way to pre-select individuals in order to avoid evaluation of bad individuals. The model predict the distance of individuals to the currently known Pareto set. The newly proposed algorithm is compared to other algorithms which use similar surrogate models on a set of benchmark functions.
  • The paper presents a surrogate-based evolutionary strategy for multiobjective optimization. The evolutionary strategy uses distance based aggregate surrogate models in two ways as a part of memetic search and as way to pre-select individuals in order to avoid evaluation of bad individuals. The model predict the distance of individuals to the currently known Pareto set. The newly proposed algorithm is compared to other algorithms which use similar surrogate models on a set of benchmark functions. (en)
Title
  • An Evolutionary Strategy for Surrogate-Based Multiobjective Optimization
  • An Evolutionary Strategy for Surrogate-Based Multiobjective Optimization (en)
skos:prefLabel
  • An Evolutionary Strategy for Surrogate-Based Multiobjective Optimization
  • An Evolutionary Strategy for Surrogate-Based Multiobjective Optimization (en)
skos:notation
  • RIV/00216208:11320/12:10126810!RIV13-MSM-11320___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • S
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
  • 121959
http://linked.open...ai/riv/idVysledku
  • RIV/00216208:11320/12:10126810
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • multiobjective optimization; surrogate models; Evolutionary algoritmhs (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [7BD344143932]
http://linked.open...v/mistoKonaniAkce
  • Brisbane, Austrálie
http://linked.open...i/riv/mistoVydani
  • Brisbane, Austrálie
http://linked.open...i/riv/nazevZdroje
  • 2012 IEEE Congress on Evolutionary Computation (CEC)
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Neruda, Roman
  • Pilát, Martin
http://linked.open...vavai/riv/typAkce
http://linked.open...ain/vavai/riv/wos
  • 000312859302012
http://linked.open.../riv/zahajeniAkce
number of pages
http://bibframe.org/vocab/doi
  • 10.1109/CEC.2012.6256450
http://purl.org/ne...btex#hasPublisher
  • IEEE Computer Society Press
https://schema.org/isbn
  • 978-1-4673-1510-4
http://localhost/t...ganizacniJednotka
  • 11320
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