Binary or Real? Real-coded Binary!

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F04%3A03104112" target="_blank" >RIV/68407700:21230/04:03104112 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Result language
angličtina
Original language name
Binary or Real? Real-coded Binary!
Original language description
This paper presents a novel approach to improve the performance of genetic algorithms - called genetic algorithms with real-coded binary representation (GARB). The proposed algorithm is capable of maintaining the population diversity during the whole runwhich protects it from premature convergence. This is achieved by using a special encoding scheme with a high redundancy, which is supported by so-called gene-strength adaptation mechanism. The proposed approach was evaluated on various test problems, all of them considered to be hard for standard genetic algorithms. The results show the algorithm significantly outperforms standard genetic algorithm and achieves results competitive with other techniques on non-stationary problems.
Czech name
Není k dispozici
Czech description
Není k dispozici

Project
<a href="/en/project/GA102%2F02%2F0132" target="_blank" >GA102/02/0132: Use of genetic principles in evolutionary algorithms</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year
2004
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

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