Detail publikačního výsledku

Cartesian Genetic Programming in a Changing Environment

SLANÝ, K.

Originální název

Cartesian Genetic Programming in a Changing Environment

Anglický název

Cartesian Genetic Programming in a Changing Environment

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

Evolutionary algorithm are prevalently being used in static environments. In a dynamically changing environmentan evolutionary algorithm must be also able to cope with the changes of the environment. This paperdescribes an algorithm based on Cartesian Genetic Programming (CGP) that is used to design and optimisea solution in a simulated symbolic regression problem in a changing environment. A modified version of theAge-Layered Population Structure (ALPS) algorithm is being used in cooperation with CGP. It is shown thatthe usage of ALPS can improve the performance on of CGP when solving problems in a changing environment.

Anglický abstrakt

Evolutionary algorithm are prevalently being used in static environments. In a dynamically changing environmentan evolutionary algorithm must be also able to cope with the changes of the environment. This paperdescribes an algorithm based on Cartesian Genetic Programming (CGP) that is used to design and optimisea solution in a simulated symbolic regression problem in a changing environment. A modified version of theAge-Layered Population Structure (ALPS) algorithm is being used in cooperation with CGP. It is shown thatthe usage of ALPS can improve the performance on of CGP when solving problems in a changing environment.

Klíčová slova

Cartesian Genetic Programming, Age Layered Population Structure, Changing Environment

Klíčová slova v angličtině

Cartesian Genetic Programming, Age Layered Population Structure, Changing Environment

Autoři

SLANÝ, K.

Rok RIV

2016

Vydáno

12.11.2015

Nakladatel

SciTePress - Science and Technology Publications

Místo

Lisbon

ISBN

978-989-758-157-1

Kniha

Proceedings of the 7th International Joint Conference on Computational Intelligence (IJCCI 2015)

Strany od

204

Strany do

211

Strany počet

8

URL

https://www.fit.vut.cz/research/publication/10980/

BibTex

@inproceedings{BUT119913,
  author="Karel {Slaný}",
  title="Cartesian Genetic Programming in a Changing Environment",
  booktitle="Proceedings of the 7th International Joint Conference on Computational Intelligence (IJCCI 2015)",
  year="2015",
  pages="204--211",
  publisher="SciTePress - Science and Technology Publications",
  address="Lisbon",
  isbn="978-989-758-157-1",
  url="https://www.fit.vut.cz/research/publication/10980/"
}

Dokumenty

ecta15-22-cr