Detail publikace
Visual Guide on F and CR Parameters Influence on Differential Evolution Solution Quality
ČERVENKA, M.
Anglický název
Visual Guide on F and CR Parameters Influence on Differential Evolution Solution Quality
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
en
Originální abstrakt
Choice of configuration parameters of an evolutionary algorithm is not straightforward. This contribution studies impact of two Differential Evolution configuration parameters – the mutation factor $F$ and the crossover rate $CR$ – on the actual solution quality the optimisation process can yield. A subset of visual maps displaying this relationship for ten variants of Differential Evolution benchmarked on six standard test functions is presented.
Anglický abstrakt
Choice of configuration parameters of an evolutionary algorithm is not straightforward. This contribution studies impact of two Differential Evolution configuration parameters – the mutation factor $F$ and the crossover rate $CR$ – on the actual solution quality the optimisation process can yield. A subset of visual maps displaying this relationship for ten variants of Differential Evolution benchmarked on six standard test functions is presented.
Klíčová slova anglicky
Differential Evolution, Evolutionary Algorithms, lack-box optimisation, patameter tuning
Vydáno
30.04.2018
ISBN
978-80-86246-88-8
ISSN
1805-8248
Kniha
Engineering Mechanics 2018
Strany od–do
234–238
Počet stran
4
BIBTEX
@inproceedings{BUT151301,
author="Miroslav {Červenka},
title="Visual Guide on F and CR Parameters Influence on Differential Evolution Solution Quality",
booktitle="Engineering Mechanics 2018",
year="2018",
month="April",
pages="234--238",
isbn="978-80-86246-88-8",
issn="1805-8248"
}