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Statements

Subject Item
n2:RIV%2F68407700%3A21230%2F04%3A03104112%21RIV%2F2005%2FGA0%2F212305%2FN
rdf:type
n9:Vysledek skos:Concept
dcterms: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 run which 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. Není k dispozici 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 run which 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.
dcterms:title
Binary or Real? Real-coded Binary! Binary or Real? Real-coded Binary! Není k dispozici
skos:prefLabel
Není k dispozici Binary or Real? Real-coded Binary! Binary or Real? Real-coded Binary!
skos:notation
RIV/68407700:21230/04:03104112!RIV/2005/GA0/212305/N
n3:strany
201 ; 206
n3:aktivita
n10:P
n3:aktivity
P(GA102/02/0132)
n3:dodaniDat
n19:2005
n3:domaciTvurceVysledku
n17:1775022
n3:druhVysledku
n15:D
n3:duvernostUdaju
n4:S
n3:entitaPredkladatele
n8:predkladatel
n3:idSjednocenehoVysledku
556144
n3:idVysledku
RIV/68407700:21230/04:03104112
n3:jazykVysledku
n18:eng
n3:klicovaSlova
genetic algorithms; premature convergence; redundancy; representation
n3:klicoveSlovo
n13:redundancy n13:premature%20convergence n13:representation n13:genetic%20algorithms
n3:kontrolniKodProRIV
[4F6A7F97503C]
n3:mistoKonaniAkce
Nottingham
n3:mistoVydani
Nottingham
n3:nazevZdroje
Recent Advances in Soft Computing 2004
n3:obor
n12:JC
n3:pocetDomacichTvurcuVysledku
1
n3:pocetTvurcuVysledku
1
n3:projekt
n21:GA102%2F02%2F0132
n3:rokUplatneniVysledku
n19:2004
n3:tvurceVysledku
Kubalík, Jiří
n3:typAkce
n20:WRD
n3:zahajeniAkce
2004-12-16+01:00
s:numberOfPages
6
n6:hasPublisher
University of Nottingham
n14:isbn
1-84233-110-8
n11:organizacniJednotka
21230