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2008 | Buch

Introduction to Genetic Algorithms

verfasst von: S.N. Sivanandam, S.N. Deepa

Verlag: Springer Berlin Heidelberg

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Über dieses Buch

Theoriginofevolutionaryalgorithmswasanattempttomimicsomeoftheprocesses taking place in natural evolution. Although the details of biological evolution are not completely understood (even nowadays), there exist some points supported by strong experimental evidence: • Evolution is a process operating over chromosomes rather than over organisms. The former are organic tools encoding the structure of a living being, i.e., a cr- ture is “built” decoding a set of chromosomes. • Natural selection is the mechanism that relates chromosomes with the ef ciency of the entity they represent, thus allowing that ef cient organism which is we- adapted to the environment to reproduce more often than those which are not. • The evolutionary process takes place during the reproduction stage. There exists a large number of reproductive mechanisms in Nature. Most common ones are mutation (that causes the chromosomes of offspring to be different to those of the parents) and recombination (that combines the chromosomes of the parents to produce the offspring). Based upon the features above, the three mentioned models of evolutionary c- puting were independently (and almost simultaneously) developed.

Inhaltsverzeichnis

Metadaten
Titel
Introduction to Genetic Algorithms
verfasst von
S.N. Sivanandam
S.N. Deepa
Copyright-Jahr
2008
Verlag
Springer Berlin Heidelberg
Electronic ISBN
978-3-540-73190-0
Print ISBN
978-3-540-73189-4
DOI
https://doi.org/10.1007/978-3-540-73190-0

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