Ing. Karel Slaný

SLANÝ Karel. 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, pp. 204-211. ISBN 978-989-758-157-1.
Publication language:english
Original title:Cartesian Genetic Programming in a Changing Environment
Title (cs):Kartézské genetické programování v proměnném prostředí
Pages:204-211
Proceedings:Proceedings of the 7th International Joint Conference on Computational Intelligence (IJCCI 2015)
Conference:International Conference on Evolutionary Computation Theory and Applications 2015
Place:Lisbon, PT
Year:2015
ISBN:978-989-758-157-1
Publisher:SciTePress - Science and Technology Publications
URL: [PDF]
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Keywords
Cartesian Genetic Programming, Age Layered Population Structure, Changing Environment
Annotation
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.
BibTeX:
@INPROCEEDINGS{
   author = {Karel Slan{\'{y}}},
   title = {Cartesian Genetic Programming in a Changing Environment},
   pages = {204--211},
   booktitle = {Proceedings of the 7th International Joint Conference on
	Computational Intelligence (IJCCI 2015)},
   year = {2015},
   location = {Lisbon, PT},
   publisher = {SciTePress - Science and Technology Publications},
   ISBN = {978-989-758-157-1},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php?id=10980}
}

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