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2022 | OriginalPaper | Chapter

A Hybridization of GRASP and UTASTAR for Solving the Vehicle Routing Problem with Pickups and Deliveries and 3D Loading Constraints

Authors : Themistoklis Stamadianos, Magdalene Marinaki, Nikolaos Matsatsinis, Yannis Marinakis

Published in: Learning and Intelligent Optimization

Publisher: Springer International Publishing

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Abstract

As urban centers grow, demand for goods transportation grows as well. The emergence of e-commerce has been a great catalyst, with online sales placing a big load on transportation companies. Current social conditions further amplify the effect. An unnoticed segment has been the delivery of large-size items in urban centers, where restrictions of different kinds impose the use of small vehicles. This research presents a novel combination of UTASTAR with Vehicle Routing Problem with Pickups and Deliveries and three-dimensional loading constraints to provide solutions. Scenarios of demand exceeding capacity are considered. A Decision Support System (DSS) is created to assist Decision Makers (DMs) of logistics companies get routing suggestions based on their priorities. The considerable size and weight of the items require careful handling of the smaller vehicles. The utilization of heuristic methods for routing expedites the solution process, enabling the formation of multiple solutions, which get ranked by the UTASTAR method on four criteria. The criteria values and thresholds are set indirectly by the DM. The model is tested on modified instances from the literature and a case study.

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Literature
1.
go back to reference Bortfeldt, A.: A hybrid algorithm for the capacitated vehicle routing problem with three-dimensional loading constraints. Comput. Oper. Res. 39(9), 2248–2257 (2012)MathSciNetCrossRefMATH Bortfeldt, A.: A hybrid algorithm for the capacitated vehicle routing problem with three-dimensional loading constraints. Comput. Oper. Res. 39(9), 2248–2257 (2012)MathSciNetCrossRefMATH
5.
go back to reference Gendreau, M., Iori, M., Laporte, G., Martello, S.: A tabu search algorithm for a routing and container loading problem. Transp. Sci. 40(3), 342–350 (2006)CrossRef Gendreau, M., Iori, M., Laporte, G., Martello, S.: A tabu search algorithm for a routing and container loading problem. Transp. Sci. 40(3), 342–350 (2006)CrossRef
6.
go back to reference Heng, K., Li, R., Li, Z., Wu, H.: Dynamic responses of highway bridge subjected to heavy truck impact. Eng. Struct. 232, 111828 (2021)CrossRef Heng, K., Li, R., Li, Z., Wu, H.: Dynamic responses of highway bridge subjected to heavy truck impact. Eng. Struct. 232, 111828 (2021)CrossRef
7.
go back to reference Henning, T., Alabaster, D., Greenslade, F., Fussell, A., Craw, R.: The relationship between vehicle axle loadings and pavement wear on local roads June 2017 (2017). (Technical Report) Henning, T., Alabaster, D., Greenslade, F., Fussell, A., Craw, R.: The relationship between vehicle axle loadings and pavement wear on local roads June 2017 (2017). (Technical Report)
8.
go back to reference Jacquet-Lagreze, E., Siskos, J.: Assessing a set of additive utility functions for multicriteria decision-making, the UTA method. Eur. J. Oper. Res. 10(2), 151–164 (1982)CrossRefMATH Jacquet-Lagreze, E., Siskos, J.: Assessing a set of additive utility functions for multicriteria decision-making, the UTA method. Eur. J. Oper. Res. 10(2), 151–164 (1982)CrossRefMATH
9.
go back to reference Lacomme, P., Toussaint, H., Duhamel, C.: A GRASP\(\times \) ELS for the vehicle routing problem with basic three-dimensional loading constraints. Eng. Appl. Artif. Intell. 26(8), 1795–1810 (2013)CrossRef Lacomme, P., Toussaint, H., Duhamel, C.: A GRASP\(\times \) ELS for the vehicle routing problem with basic three-dimensional loading constraints. Eng. Appl. Artif. Intell. 26(8), 1795–1810 (2013)CrossRef
10.
go back to reference Pais, J.C., Amorim, S.I., Minhoto, M.J.: Impact of traffic overload on road pavement performance. J. Transp. Eng. 139(9), 873–879 (2013)CrossRef Pais, J.C., Amorim, S.I., Minhoto, M.J.: Impact of traffic overload on road pavement performance. J. Transp. Eng. 139(9), 873–879 (2013)CrossRef
11.
go back to reference Siskos, Y., Yannacopoulos, D.: Utastar: an ordinal regression method for building additive value functions. Investigaçao Operacional 5(1), 39–53 (1985) Siskos, Y., Yannacopoulos, D.: Utastar: an ordinal regression method for building additive value functions. Investigaçao Operacional 5(1), 39–53 (1985)
12.
go back to reference Toth, P., Vigo, D.: The vehicle routing problem. SIAM (2002) Toth, P., Vigo, D.: The vehicle routing problem. SIAM (2002)
Metadata
Title
A Hybridization of GRASP and UTASTAR for Solving the Vehicle Routing Problem with Pickups and Deliveries and 3D Loading Constraints
Authors
Themistoklis Stamadianos
Magdalene Marinaki
Nikolaos Matsatsinis
Yannis Marinakis
Copyright Year
2022
DOI
https://doi.org/10.1007/978-3-031-24866-5_36

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