Szczegóły publikacji
Opis bibliograficzny
Modification of the firefly algorithm for improving solution speed / Ryszard KLEMPKA // W: Advanced, contemporary control : proceedings of KKA 2020 – the 20th Polish control conference : [14-16 October, 2020], Łódź, Poland / eds. Andrzej Bartoszewicz, Jacek Kabziński, Janusz Kacprzyk. — Cham : Springer Nature Switzerland AG, cop. 2020. — (Advances in Intelligent Systems and Computing ; ISSN 2194-5357 ; vol. 1196). — ISBN: 978-3-030-50935-4; e-ISBN: 978-3-030-50936-1. — S. 115-124. — Bibliogr. s. 123-124, Abstr. — Publikacja dostępna online od: 2020-06-24
Autor
Słowa kluczowe
Dane bibliometryczne
ID BaDAP | 129288 |
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Data dodania do BaDAP | 2020-07-15 |
DOI | 10.1007/978-3-030-50936-1_10 |
Rok publikacji | 2020 |
Typ publikacji | materiały konferencyjne (aut.) |
Otwarty dostęp | |
Wydawca | Springer |
Czasopismo/seria | Advances in Intelligent Systems and Computing |
Abstract
The demand for fast and intelligent optimization methods is constantly growing. Owing to this, new methods based on the behaviour of living organisms are being developed. This article proposes a modification of the classic firefly algorithm based on the acceptance of each movement of a firefly, that provide more accurate values of an objective function. In addition, the algorithm also involves a reduced value of a coefficient, α, in each of its iterations. The effectiveness of the modification is examined using typical test functions. The modification allows for finding the correct solution faster and more accurately. This improvement is achieved at the expense of the algorithm’s sensitivity to a selection parameter, αdamp, which affects the speed at which the value of α decreases.