Detail výsledku

Investigating the Influence of Mutation Operators in Cartesian Genetic Programming

ČAPKA, L.; VAŠÍČEK, Z. Investigating the Influence of Mutation Operators in Cartesian Genetic Programming. 13th International Conference on Soft Computing. Brno: Faculty of Mechanical Engineering BUT, 2007. p. 43-47. ISBN: 978-80-214-3473-8.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Čapka Ladislav, Ing., CIS ‒ Interní systémy (CIS)
Vašíček Zdeněk, doc. Ing., Ph.D., CIS ‒ Interní systémy (CIS), UPSY (FIT)
Abstrakt

This paper deals with an analysis of various mutation operators used in cartesian genetic programming. The
aim is to compare and evaluate the efficiency of a usually used mutation operator introduced by J. Miller that
manipulates with genes and a new binary mutation operator. While the standard mutation operator is convenient
for implementations in software, the binary mutation method is more suitable in case of hardware realizations of
cartesian genetic programming because it does not require the knowledge of chromosome (configuration string,
respectively) structure. Besides the binary mutation operator, another variation of this binary mutation was
evaluated. This operator manipulates with a group of neighboring bits.

Klíčová slova

Cartesian Genetic Programming, mutation operator, mutation efficiency, digital circuit evolution

Rok
2007
Strany
43–47
Sborník
13th International Conference on Soft Computing
Konference
MENDEL 2007 - 13th International Conference on Soft Computing
ISBN
978-80-214-3473-8
Vydavatel
Faculty of Mechanical Engineering BUT
Místo
Brno
BibTeX
@inproceedings{BUT28841,
  author="Ladislav {Čapka} and Zdeněk {Vašíček}",
  title="Investigating the Influence of Mutation Operators in Cartesian Genetic Programming",
  booktitle="13th International Conference on Soft Computing",
  year="2007",
  pages="43--47",
  publisher="Faculty of Mechanical Engineering BUT",
  address="Brno",
  isbn="978-80-214-3473-8"
}
Projekty
Návrh a obvodová realizace zařízení pro automatické generování patentovatelných invencí, GAČR, Standardní projekty, GA102/07/0850, zahájení: 2007-01-01, ukončení: 2009-12-31, ukončen
Výzkum informačních technologií z hlediska bezpečnosti, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, zahájení: 2007-01-01, ukončení: 2013-12-31, řešení
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