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A concise guide to existing and emerging vehicle routing problem variants.
TL;DR: This article provides a concise overview of existing and emerging problem variants of vehicle routing problems and organizes the main problem attributes within this structured framework.
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Abstract: Vehicle routing problems have been the focus of extensive research over the past sixty years, driven by their economic importance and their theoretical interest. The diversity of applications has motivated the study of a myriad of problem variants with different attributes. In this article, we provide a concise overview of existing and emerging problem variants. Models are typically refined along three lines: considering more relevant objectives and performance metrics, integrating vehicle routing evaluations with other tactical decisions, and capturing fine-grained yet essential aspects of modern supply chains. We organize the main problem attributes within this structured framework. We discuss recent research directions and pinpoint current shortcomings, recent successes, and emerging challenges.
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Citations
A review of vehicle routing with simultaneous pickup and delivery
TL;DR: This paper aims to comprehensively review the existing work on the VRPSPD, surveys mathematical formulations, algorithms, variants, case studies, and industrial applications, and provides an overview of trends in the literature.
152
An efficient parallel genetic algorithm solution for vehicle routing problem in cloud implementation of the intelligent transportation systems
Mahdi Abbasi,Milad Rafiee,Mohammad Reza Khosravi,Mohammad Reza Khosravi,Alireza Jolfaei,Varun G. Menon,Javad Mokhtari Koushyar +6 more
TL;DR: A novel parallelization method of genetic algorithm (GA) solution of the Traveling Salesman Problem (TSP) is presented and the results confirm the efficiency of the proposed method for parallelizing GAs on many-core as well as on multi-core systems.
Vehicle routing and location-routing with intermediate stops: A review
Maximilian Schiffer,Michael Schneider,Grit Walther,Gilbert Laporte +3 more
- 01 Jun 2017
TL;DR: This paper reviews the literature on vehicle routing problems and location routing problems with intermediate stops and classify publications into different categories from both an application-base and a user-base basis.
90
A hyper heuristic for the green vehicle routing problem with simultaneous pickup and delivery
TL;DR: A hyper-heuristic algorithm based on iterative local search and variable neighborhood descent heuristics to effectively solve the green vehicle routing problem with simultaneous pickup and delivery is developed.
87
Pragmatic real-time logistics management with traffic IoT infrastructure: Big data predictive analytics of freight travel time for Logistics 4.0
TL;DR: A novel method to forecast travel time based on big data collected from the industrial IoT infrastructure that separates the global regression tree model based on the gradient boosting decision tree into several partitions to capture the time-varying features simultaneously.
86
References
Vehicle routing and location-routing with intermediate stops: A review
Maximilian Schiffer,Michael Schneider,Grit Walther,Gilbert Laporte +3 more
- 01 Jun 2017
TL;DR: This paper reviews the literature on vehicle routing problems and location routing problems with intermediate stops and classify publications into different categories from both an application-base and a user-base basis.
90
A construction and improvement heuristic for a liquefied natural gas inventory routing problem
Magnus Stålhane,Jørgen Glomvik Rakke,Christian Rørholt Moe,Henrik Andersson,Marielle Christiansen,Kjetil Fagerholt +5 more
TL;DR: The CIH is a multi-start local search heuristic that constructs a set of solutions using a greedy insertion procedure that improves the solutions using either a first-descent neighborhood search, branch-and-bound on a mathematical formulation, or both.
88
A Matheuristic for the Electric Vehicle Routing Problem with Capacitated Charging Stations
Aurélien Froger,Jorge E. Mendoza,Ola Jabali,Gilbert Laporte +3 more
- 01 Jun 2017
TL;DR: In this paper, a route-first assemble-second matheuristic was proposed to solve the E-VRP-NL problem with nonlinear charging function with capacitated CSs.
86
Fast Approximation Methods for Sales Force Deployment
Andreas Drexl,Knut Haase +1 more
TL;DR: In this paper, a nonlinear mixed-integer programming model is formulated which covers all four interrelated subproblems simultaneously and provides approximation methods capable of solving large-scale, real-world instances.