A fireworks algorithm using tournament selection operator
PAMUKKALE UNIVERSITY JOURNAL OF ENGINEERING SCIENCES-PAMUKKALE UNIVERSITESI MUHENDISLIK BILIMLERI DERGISI, cilt.23, sa.5, ss.628-636, 2017 (ESCI, TRDizin)
- Yayın Türü: Makale / Tam Makale
- Cilt numarası: 23 Sayı: 5
- Basım Tarihi: 2017
- Doi Numarası: 10.5505/pajes.2016.46793
- Dergi Adı: PAMUKKALE UNIVERSITY JOURNAL OF ENGINEERING SCIENCES-PAMUKKALE UNIVERSITESI MUHENDISLIK BILIMLERI DERGISI
- Derginin Tarandığı İndeksler: Emerging Sources Citation Index (ESCI), TR DİZİN (ULAKBİM)
- Sayfa Sayıları: ss.628-636
- Açık Arşiv Koleksiyonu: AVESİS Açık Erişim Koleksiyonu
- Erciyes Üniversitesi Adresli: Evet
Özet
In recent decade, several nuture-inspired swarm intelligence-bused optimization techniques have been improved. These techniques, which give solutions close to optimum in un acceptable time, have been applied successfully to solve the problems in science and social sciences. Fireworks Algorithm (FA), inspired by observing fireworks explosion, is u new swarm intelligence algorithm. This relatively new technique has been utilized to tackle diverse problems and obtained better performance than other popular techniques.such us particle swarm optimization, ant colony, and genetic algorithm. Despite the good results obtained, FA requires Long computation time to achieve the optimum solution. To eliminate long computation time drawback of FA, in this study, a Fel using tournament selection IS proposed, The performance of the proposed IA, which involves tournament selection operator, is tested on well-known 15 numerical optimization problems. Experimentuf results reveal that proposed FA has u.s'ignificunt performance improvement in term of computation time and solution quality in comparison with original FA.