A Matheuristic for a 2-Echelon Vehicle Routing Problem with Capacitated Satellites and Reverse Flows

Dorian Dumez (1, 2) , Christian Tilk (3) , Stefan Irnich (3) , Fabien Lehuédé (1, 2) , Katharina Olkis (3) , Olivier Péton (1, 2)

1 IMT Atlantique - DAPI - Département Automatique, Productique et Informatique
2 LS2N - équipe MODELIS - Modélisation, Optimisation et DEcision pour la Logistique, l'Industrie et les Services
3 Chair of Logistics Management, Gutenberg School of Management and Economics

Last-mile collection and delivery services often rely on multi-echelon logistic systems with many types of practical spatial, temporal, and resource constraints. We consider three extensions of the basic 2-echelon vehicle routing problem that are of practical interest: First, second-echelon vehicles need to simultaneously deliver and collect goods at customers within their specified time window. Second, first-echelon vehicles are allowed to perform multiple trips during the planning horizon. Third, the intermediate facilities, called satellites, allow temporary storage of goods, but the quantity that can be stored at a time is limited. This paper integrates these complicating features in a single mathematical model. To solve the problem, we design a decomposition-based matheuristic. It employs a reduced and refined mixed-integer programming formulation and two echelon-specific large neighborhood searches (LNS) to produce improving routes for the respective echelon. The most important algorithmic component is the feasibility check of LNS that relies on a sequence of constant-time and low-complexity tests. The final test allows rescheduling of the operations taking place at a satellite. It adapts the double-justification algorithm known from the scheduling literature. Extensive computational experiments systematically evaluate the new components of the matheuristic and benchmark it against a recent exact method for a related problem. Moreover, the impact of the main problem features such as the number of satellites and their capacity as well as the integration of forward and reverse flows is analyzed.

Domaines: Recherche opérationnelle [math.OC]

Dorian Dumez, Christian Tilk, Stefan Irnich, Fabien Lehuédé, Katharina Olkis, et al.. A Matheuristic for a 2-Echelon Vehicle Routing Problem with Capacitated Satellites and Reverse Flows. European Journal of Operational Research, 2023, 305 (1), pp.64-84. ⟨10.1016/j.ejor.2022.05.022⟩. ⟨hal-03384261⟩