Transfer Learning in Vehicle Routing Problem for Rapid Adaptation
Yükleniyor...
Dosyalar
Tarih
2012
Yazarlar
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
ICIC INTERNATIONAL
Erişim Hakkı
info:eu-repo/semantics/openAccess
Özet
Vehicle routing problem is a transportation optimization problem, in transporting stuffs from, depot(s) to receivers via vehicle(s) having limited capacity. There are a lot of different problem types in VRP literature with different problem parameters. No VRP method uses past solutions to solve current problems more quickly and to find better solution with less computation. Instead, most of the methods in literature evaluate the changes as a new problem and try to solve the new problem using specialized heuristics. We developed a method which uses past vehicle routes to make new routes quickly for frequently changing conditions, and we achieved good performance improvements over classical methods.
Açıklama
Anahtar Kelimeler
Vehicle routing problem, Transfer learning, Genetic algorithms
Kaynak
International Journal of Innovative Computing Information and Control
WoS Q Değeri
N/A
Scopus Q Değeri
Q3
Cilt
8
Sayı
10A
Künye
Koçer, B., Arslan, A., (2012). Transfer Learning in Vehicle Routing Problem for Rapid Adaptation. International Journal of Innovative Computing Information and Control, 8(10), 6799-6809.
