Detail publikace

The Behavior of Genetic Algorithms in Dynamic Environment

Originální název

The Behavior of Genetic Algorithms in Dynamic Environment

Anglický název

The Behavior of Genetic Algorithms in Dynamic Environment

Jazyk

en

Originální abstrakt

The role of sex and limited lifetime in genetic algorithms (GAs) is presented. A genetic algorithm with sexual reproduction is a genetic algorithm using redundant information in each gene and it may use a form of dominance mechanisms to decide which gene is active in the phenotype. The sex of individuals is distinguished by two bits value stored in the chromosome. We designed a new version of a sexual genetic algorithm and investigated it along with test problems that are known to be difficult for haploid GAs. The adaptive significance of sexuality in GAs and the comparison with standard GAs using lifetime limit is presented.

Anglický abstrakt

The role of sex and limited lifetime in genetic algorithms (GAs) is presented. A genetic algorithm with sexual reproduction is a genetic algorithm using redundant information in each gene and it may use a form of dominance mechanisms to decide which gene is active in the phenotype. The sex of individuals is distinguished by two bits value stored in the chromosome. We designed a new version of a sexual genetic algorithm and investigated it along with test problems that are known to be difficult for haploid GAs. The adaptive significance of sexuality in GAs and the comparison with standard GAs using lifetime limit is presented.

BibTex


@inproceedings{BUT4373,
  author="Jan {Roupec} and Pavel {Ošmera} and Radomil {Matoušek}",
  title="The Behavior of Genetic Algorithms in Dynamic Environment",
  annote="The role of sex and limited lifetime in genetic algorithms (GAs) is presented. A genetic algorithm with sexual reproduction is a genetic algorithm using redundant information in each gene and it may use a form of dominance mechanisms to decide which gene is active in the phenotype. The sex of individuals is distinguished by two bits value stored in the chromosome. We designed a new version of a sexual genetic algorithm and investigated it along with test problems that are known to be difficult for haploid GAs. The adaptive significance of sexuality in GAs and the comparison with standard GAs using lifetime limit is presented.",
  address="VUT v Brně",
  booktitle="Mendel 2001",
  chapter="4373",
  institution="VUT v Brně",
  year="2001",
  month="june",
  pages="84",
  publisher="VUT v Brně",
  type="conference paper"
}