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Description
  • Evolutionary algorithms generally require a large number of objective function evaluations which can be costly in practice. These evaluations can be replaced by evaluations of a cheaper meta-model (surrogate model) of the objective functions. In this paper we present a novel distance based aggregate surrogate model for multiobjective optimization and describe a memetic multiobjective algorithm based on this model. Various variants of the models are tested and discussed and the algorithm is compared to standard multiobjective evolutionary algorithms. We show that our algorithm greatly reduces the number of required objective function evaluations.
  • Evolutionary algorithms generally require a large number of objective function evaluations which can be costly in practice. These evaluations can be replaced by evaluations of a cheaper meta-model (surrogate model) of the objective functions. In this paper we present a novel distance based aggregate surrogate model for multiobjective optimization and describe a memetic multiobjective algorithm based on this model. Various variants of the models are tested and discussed and the algorithm is compared to standard multiobjective evolutionary algorithms. We show that our algorithm greatly reduces the number of required objective function evaluations. (en)
Title
  • ASM-MOMA: Multiobjective Memetic Algorithm with Aggregate Surrogate Model
  • ASM-MOMA: Multiobjective Memetic Algorithm with Aggregate Surrogate Model (en)
skos:prefLabel
  • ASM-MOMA: Multiobjective Memetic Algorithm with Aggregate Surrogate Model
  • ASM-MOMA: Multiobjective Memetic Algorithm with Aggregate Surrogate Model (en)
skos:notation
  • RIV/67985807:_____/11:00375286!RIV12-AV0-67985807
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(GAP202/11/1368), S, Z(AV0Z10300504)
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
  • 187177
http://linked.open...ai/riv/idVysledku
  • RIV/67985807:_____/11:00375286
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • multiobjective optimization; evolutionary algorithms; surrogate models; meta-model (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [FDF6910F5EC1]
http://linked.open...v/mistoKonaniAkce
  • New Orleans
http://linked.open...i/riv/mistoVydani
  • Piscataway
http://linked.open...i/riv/nazevZdroje
  • Proceedings of the 2011 IEEE Congress on Evolutionary Computation (CEC)
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...iv/tvurceVysledku
  • Neruda, Roman
  • Pilát, M.
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
http://linked.open...n/vavai/riv/zamer
number of pages
http://bibframe.org/vocab/doi
  • 10.1109/CEC.2011.5949753
http://purl.org/ne...btex#hasPublisher
  • IEEE
https://schema.org/isbn
  • 978-1-4244-7834-7
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