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Title: | A differential evolution approach for the vehicle routing problem with backhauls and time windows |
Authors: | Uludağ Üniversitesi/Mühendislik Fakültesi/Endüstri Mühendisliği Bölümü. Öztürk, Nursel Küçükoğlu, İlker D-8543-2015 AAG-9336-2021 55763879600 7005688805 |
Keywords: | Differential evolution algorithm Vehicle routing Transport planning Algorithm Engineering Transportation Integer programming Vehicles Sales Vehicle routing Differential evolution Vehicle routing problems Differential evolution algorithms Transportation cost Effectiveness and efficiencies Transport planning Mixed integer programming Time window constraint Evolutionary algorithms |
Issue Date: | Dec-2014 |
Publisher: | Wiley-Hindawi-Adam House |
Citation: | Öztürk, N. ve Küçükoğlu, İ. (2014). "A differential evolution approach for the vehicle routing problem with backhauls and time windows". Journal of Advanced Transportation, 48(8), 942-956. |
Abstract: | This paper presents a differential evolution algorithm (DEA) to solve a vehicle routing problem with backhauls and time windows (VRPBTW) and applied for a catering firm. VRPBTW is an extension of the vehicle routing problem, which includes capacity and time window constraints. In this problem, customers are divided into two subsets: linehaul and backhaul. Each vehicle starts from a depot and goods are delivered from the depot to the linehaul customers. Goods are subsequently brought back to the depot from the backhaul customers. The objective is to minimize the total distance that satisfies all of the constraints. The problem is formulated using mixed integer programming and solved using DEA. Proposed algorithm is tested with several benchmark problems to demonstrate effectiveness and efficiency of the algorithm and results show that our proposed algorithm can find superior solutions for most of the problems in comparison with the best known solutions. Hence, DEA was carried out for catering firm to minimize total transportation costs. Copyright |
URI: | https://doi.org/ https://onlinelibrary.wiley.com/doi/epdf/10.1002/atr.1237 http://hdl.handle.net/11452/33066 |
ISSN: | 0197-6729 2042-3195 |
Appears in Collections: | Scopus Web of Science |
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