Publication result detail

Another evolution of generalized differential evolution: variable number of dimensions

MAREK, M.; KADLEC, P.

Original Title

Another evolution of generalized differential evolution: variable number of dimensions

English Title

Another evolution of generalized differential evolution: variable number of dimensions

Type

WoS Article

Original Abstract

The article proposes a multi-objective optimization method called Generalized Differential Evolution (GDE3) for a Variable Number of Dimensions (VND). The well-known generalized differential evolution is adapted to handle problems where the number of decision space variables is not a priori known. The performance of the method is assessed on a set of benchmark problems based on standard multi-objective test cases modified to depend on the number of decision space variables. Experimental results include a study of the setting of controlling parameters and a comparison with the state-of-the-art Variable-Length GDE3 (VLGDE3) algorithm. Finally, the novel approach is compared to the standard approach in a linear antenna array design problem.

English abstract

The article proposes a multi-objective optimization method called Generalized Differential Evolution (GDE3) for a Variable Number of Dimensions (VND). The well-known generalized differential evolution is adapted to handle problems where the number of decision space variables is not a priori known. The performance of the method is assessed on a set of benchmark problems based on standard multi-objective test cases modified to depend on the number of decision space variables. Experimental results include a study of the setting of controlling parameters and a comparison with the state-of-the-art Variable-Length GDE3 (VLGDE3) algorithm. Finally, the novel approach is compared to the standard approach in a linear antenna array design problem.

Keywords

Multi-objective optimization; evolutionary optimization; variable number of dimensions; generalized differential evolution

Key words in English

Multi-objective optimization; evolutionary optimization; variable number of dimensions; generalized differential evolution

Authors

MAREK, M.; KADLEC, P.

RIV year

2021

Released

16.12.2020

Publisher

TAYLOR & FRANCIS LTD

Location

ABINGDON

ISBN

1029-0273

Periodical

ENGINEERING OPTIMIZATION

Volume

53

Number

7

State

United Kingdom of Great Britain and Northern Ireland

Pages from

1

Pages to

22

Pages count

20

URL

https://www.tandfonline.com/doi/full/10.1080/0305215X.2020.1853714

BibTex

@article{BUT166028,
  author="Martin {Marek} and Petr {Kadlec}",
  title="Another evolution of generalized differential evolution: variable number of dimensions",
  journal="ENGINEERING OPTIMIZATION",
  year="2020",
  volume="53",
  number="7",
  pages="1--22",
  doi="10.1080/0305215X.2020.1853714",
  issn="0305-215X",
  url="https://www.tandfonline.com/doi/full/10.1080/0305215X.2020.1853714"
}