- Tytuł:
- A study on the synchronization behaviour of differential evolution and a self-adaptive extension
- Autorzy:
-
Santucci, V.
Milani, A.
Vella, F. - Powiązania:
- https://bibliotekanauki.pl/articles/91840.pdf
- Data publikacji:
- 2012
- Wydawca:
- Społeczna Akademia Nauk w Łodzi. Polskie Towarzystwo Sieci Neuronowych
- Tematy:
-
synchronization
behaviour
differential evolution
DE
self-adaptive
extension
state of the art
adaptive DE - Opis:
- Differential Evolution (DE) is a popular and efficient continuous optimization technique based on the principles of Darwinian evolution. Asynchronous Differential Evolution is a DE generalization that allows to regulate the synchronization mechanism of the algorithm by tuning two additional parameters. This paper, after providing a further experimental analysis of the impact of the DE synchronization scheme on the evolution, introduces three self-adaptive techniques to handle the synchronization parameters. Moreover the integration of these new regulatory synchronization techniques into state-of-the-art (self) adaptive DE schemes are also proposed. Experiments on widely accepted benchmark problems show that the new schemes are able to improve performances of the state-of-theart (self) adaptive DEs by introducing the new synchronization parameters in the online automated tuning process.
- Źródło:
-
Journal of Artificial Intelligence and Soft Computing Research; 2012, 2, 4; 279-301
2083-2567
2449-6499 - Pojawia się w:
- Journal of Artificial Intelligence and Soft Computing Research
- Dostawca treści:
- Biblioteka Nauki
Artykuł