Detail publikace

Cartesian Genetic Programming in a Changing Environment

SLANÝ, K.

Originální název

Cartesian Genetic Programming in a Changing Environment

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

angličtina

Originální abstrakt

Evolutionary algorithm are prevalently being used in static environments. In a dynamically changing environment an evolutionary algorithm must be also able to cope with the changes of the environment. This paper describes an algorithm based on Cartesian Genetic Programming (CGP) that is used to design and optimise a solution in a simulated symbolic regression problem in a changing environment. A modified version of the Age-Layered Population Structure (ALPS) algorithm is being used in cooperation with CGP. It is shown that the 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

Autoři

SLANÝ, K.

Rok RIV

2015

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/"
}