A column generation based heuristic for the generalized vehicle routing problem with time windows. (August 2021)
- Record Type:
- Journal Article
- Title:
- A column generation based heuristic for the generalized vehicle routing problem with time windows. (August 2021)
- Main Title:
- A column generation based heuristic for the generalized vehicle routing problem with time windows
- Authors:
- Yuan, Yuan
Cattaruzza, Diego
Ogier, Maxime
Semet, Frédéric
Vigo, Daniele - Abstract:
- Highlights: Studied the generalized vehicle routing problem with time windows (GVRPTW). Proposed a column generation based heuristic for the GVRPTW. Several types of benchmark instances can be solved efficiently and effectively. Abstract: The generalized vehicle routing problem with time windows (GVRPTW) is defined on a directed graph G = ( V, A ) where the vertex set V is partitioned into clusters. One cluster contains only the depot, where is located a homogeneous fleet of vehicles, each with a limited capacity. The other clusters represent customers. A demand is associated with each cluster. Inside a cluster, the vertices represent the possible locations of the customer. A time window is associated with each vertex, during which the visit must take place if the vertex is visited. The objective is to find a set of routes such that the total traveling cost is minimized, exactly one vertex per cluster is visited, and all the capacity and time constraints are respected. This paper presents a set covering formulation for the GVRPTW which is used to provide a column generation based heuristic to solve it. The proposed solving method combines several components including a construction heuristic, a route optimization procedure, local search operators and the generation of negative reduced cost routes. Experimental results on benchmark instances show that the proposed algorithm is efficient and high-quality solutions for instances with up to 120 clusters are obtained within shortHighlights: Studied the generalized vehicle routing problem with time windows (GVRPTW). Proposed a column generation based heuristic for the GVRPTW. Several types of benchmark instances can be solved efficiently and effectively. Abstract: The generalized vehicle routing problem with time windows (GVRPTW) is defined on a directed graph G = ( V, A ) where the vertex set V is partitioned into clusters. One cluster contains only the depot, where is located a homogeneous fleet of vehicles, each with a limited capacity. The other clusters represent customers. A demand is associated with each cluster. Inside a cluster, the vertices represent the possible locations of the customer. A time window is associated with each vertex, during which the visit must take place if the vertex is visited. The objective is to find a set of routes such that the total traveling cost is minimized, exactly one vertex per cluster is visited, and all the capacity and time constraints are respected. This paper presents a set covering formulation for the GVRPTW which is used to provide a column generation based heuristic to solve it. The proposed solving method combines several components including a construction heuristic, a route optimization procedure, local search operators and the generation of negative reduced cost routes. Experimental results on benchmark instances show that the proposed algorithm is efficient and high-quality solutions for instances with up to 120 clusters are obtained within short computation times. … (more)
- Is Part Of:
- Transportation research. Volume 152(2021)
- Journal:
- Transportation research
- Issue:
- Volume 152(2021)
- Issue Display:
- Volume 152, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 152
- Issue:
- 2021
- Issue Sort Value:
- 2021-0152-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-08
- Subjects:
- Generalized vehicle routing problem -- Time windows -- Last mile delivery -- Delivery options -- Trunk/in-car delivery
Logistics -- Periodicals
Transportation -- Periodicals
388.011 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13665545 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.tre.2021.102391 ↗
- Languages:
- English
- ISSNs:
- 1366-5545
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 9026.274640
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