Publication detail

Visual Guide on F and CR Parameters Influence on Differential Evolution Solution Quality

ČERVENKA, M.

English title

Visual Guide on F and CR Parameters Influence on Differential Evolution Solution Quality

Type

conference paper

Language

en

Original abstract

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.

English abstract

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.

Keywords in English

Differential Evolution, Evolutionary Algorithms, lack-box optimisation, patameter tuning

Released

30.04.2018

ISBN

978-80-86246-88-8

ISSN

1805-8248

Book

Engineering Mechanics 2018

Pages from–to

234–238

Pages count

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"
}