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Similarity in metaheuristics: a gentle step towards a comparison methodology.

Authors :
de Armas, Jesica
Lalla-Ruiz, Eduardo
Tilahun, Surafel Luleseged
Voß, Stefan
Source :
Natural Computing. Jun2022, Vol. 21 Issue 2, p265-287. 23p.
Publication Year :
2022

Abstract

Metaheuristics are found to be efficient in different applications where the use of exact algorithms becomes short-handed. In the last decade, many of these algorithms have been introduced and used in a wide range of applications. Nevertheless, most of those approaches share similar components leading to a concern related to their novelty or contribution. Thus, in this paper, a pool template is proposed and used to categorize algorithm components permitting to analyze them in a structured way. We exemplify its use by means of continuous optimization metaheuristics, and provide some measures and methodology to identify their similarities and novelties. Finally, a discussion at a component level is provided in order to point out possible design differences and commonalities. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15677818
Volume :
21
Issue :
2
Database :
Academic Search Index
Journal :
Natural Computing
Publication Type :
Academic Journal
Accession number :
157306680
Full Text :
https://doi.org/10.1007/s11047-020-09837-9