A new evolutionary optimization algorithm with hybrid guidance mechanism for truck-multi drone delivery system
Yazarlar (3)
Prof. Dr. Cemal Yilmaz Gazi Üniversitesi, Türkiye
Dr. Öğr. Üyesi Enes CENGİZ Sinop Üniversitesi, Türkiye
Prof. Dr. Hamdi Tolga Kahraman Karadeniz Teknik Üniversitesi, Türkiye
| Makale Türü | Özgün Makale (SSCI, AHCI, SCI, SCI-Exp dergilerinde yayınlanan tam makale) | ||
| Dergi Adı | Expert Systems with Applications (Q1) | ||
| Dergi ISSN | 0957-4174 Dergi Bilgileri (2024) | ||
| Dergi Tarandığı Indeksler | SCI-Expanded | ||
| Makale Dili | Ingilizce | Basım Tarihi | 07-2024 |
| Kabul Tarihi | – | Yayınlanma Tarihi | 01-07-2024 |
| Cilt / Sayı / Sayfa | 245 / 1 / 123115–0 | DOI | 10.1016/j.eswa.2023.123115 |
| Makale Linki | http://dx.doi.org/10.1016/j.eswa.2023.123115 | ||
| UAK Araştırma Alanları |
Yapay Zeka
Görüntü İşleme
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| Özet |
| Synchronization of the Traveling Salesman Problem with Drone (TSP-D) is one of the most complex NP-hard combinatorial routing problems in the literature. The speeds, capacities and optimization constraints of the truck-drone pair are different from each other. These differences lead to the search space of TSP-D having a high geometric complexity and a large number of local solution traps. Being able to avoid local solution traps in the search space of TSP-D and accurately converge to the global optimal solution is the main challenge for evolutionary search algorithms. The way to overcome this challenge is to dynamically adapt exploitation and exploration behaviors during the search process and maintain these two in a balanced manner depending on the geometric structure of TSP-D's search space. To overcome this challenge, research consisting of three steps was conducted in this article: (i) three different … |
| Anahtar Kelimeler |
| Fitness-Distance Balance-based Evolutionary Algorithm (FDB-EA) | Guide selection method | Routing optimization | Stability analysis | TSP-D problem |
Science Direct
A new evolutionary optimization algorithm with hybrid guidance mechanism for truck-multi drone delivery system
BM Sürdürülebilir Kalkınma Amaçları
| Atıf Sayıları | |
| Web of Science | 28 |
| Scopus | 29 |
| Google Scholar | 33 |