Publication Details

Cartesian Genetic Programming in a Changing Environment

SLANÝ, K. Cartesian Genetic Programming in a Changing Environment. In Proceedings of the 7th International Joint Conference on Computational Intelligence (IJCCI 2015). Lisbon: SciTePress - Science and Technology Publications, 2015. p. 204-211. ISBN: 978-989-758-157-1.

Czech title

Kartézské genetické programování v proměnném prostředí

Type

conference paper

Language

English

Authors

Slaný Karel, Ing. (RG EHW)

Keywords

Cartesian Genetic Programming, Age Layered Population Structure, Changing Environment

Abstract

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.

Published

2015

Pages

204–211

Proceedings

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

ISBN

978-989-758-157-1

Publisher

SciTePress - Science and Technology Publications

Place

Lisbon

EID Scopus

2-s2.0-84961191192

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/"
}