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Is integration of mechanisms a way to enhance a nature-inspired algorithm?

Authors :
Thymianis, Marios
Tzanetos, Alexandros
Source :
Natural Computing. Sep2024, Vol. 23 Issue 3, p567-587. 21p.
Publication Year :
2024

Abstract

A lot of discussion is done these days regarding the actual novelty of newcomer nature-inspired approaches. Crucial role on that matter is played by the mechanisms included in these approaches, where many of these mechanisms have been previously introduced as part of another algorithm. On the other hand, a good practice would be to use the mechanisms of a nature-inspired algorithm to enhance the performance or to overcome the drawbacks of another one. This paper investigates this issue, where four mechanisms have been isolated and studied. Furthermore, the well-known Particle Swarm Optimization and Firefly Algorithm were used to test the effect of the studied mechanisms on the exploration and exploitation of established approaches that suffer from premature convergence or mostly explore the search space, respectively. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15677818
Volume :
23
Issue :
3
Database :
Academic Search Index
Journal :
Natural Computing
Publication Type :
Academic Journal
Accession number :
179357263
Full Text :
https://doi.org/10.1007/s11047-022-09920-3