Detail publikačního výsledku

Investigating the Influence of Mutation Operators in Cartesian Genetic Programming

ČAPKA, L.; VAŠÍČEK, Z.

Originální název

Investigating the Influence of Mutation Operators in Cartesian Genetic Programming

Anglický název

Investigating the Influence of Mutation Operators in Cartesian Genetic Programming

Druh

Stať ve sborníku mimo WoS a Scopus

Originální 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.

Anglický 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

Klíčová slova v angličtině

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

Autoři

ČAPKA, L.; VAŠÍČEK, Z.

Vydáno

29.08.2007

Nakladatel

Faculty of Mechanical Engineering BUT

Místo

Brno

ISBN

978-80-214-3473-8

Kniha

13th International Conference on Soft Computing

Strany od

43

Strany do

47

Strany počet

5

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"
}