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Non-Robust Strong Knapsack Cuts for Capacitated Location-Routing and Related Problems

Sadykov, Ruslan; Pereira Vargas Liguori, Pedro; Mahjoub, Ali Ridha; Marques, Guillaume; Uchoa, Eduardo (2022-11), Non-Robust Strong Knapsack Cuts for Capacitated Location-Routing and Related Problems, Journée commune ROADEF / AIRO, 2022-11, Virtual, France

Type
Communication / Conférence
External document link
https://hal.archives-ouvertes.fr/hal-03899418
Date
2022-11
Conference title
Journée commune ROADEF / AIRO
Conference date
2022-11
Conference city
Virtual
Conference country
France
Pages
1-34
Metadata
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Author(s)
Sadykov, Ruslan cc
Inria Bordeaux - Sud-Ouest
Pereira Vargas Liguori, Pedro
Laboratoire d'analyse et modélisation de systèmes pour l'aide à la décision [LAMSADE]
Mahjoub, Ali Ridha
Laboratoire d'analyse et modélisation de systèmes pour l'aide à la décision [LAMSADE]
Marques, Guillaume
Atoptima
Uchoa, Eduardo
Federal University Fluminense [Rio de Janeiro, Brazil] [FUF]
Abstract (EN)
The Capacitated Location-Routing Problem consists in, given a set of locations and a set of customers, determine in which locations one should install depots with limited capacity, and for each depot, design a number of routes to supply customer demands. We provide a formulation that includes depot variables, edge variables, assignment variables and an exponential number of route variables, together with some new families of valid inequalities, leading to a branch-cut-and-price algorithm. The main original methodological contribution of this work is a family of non-robust cuts, which we call the Route Load Knapsack Cuts. They are defined over the route variables, devised to strengthen the depot capacity constraints. We explore the monotonicity and the superadditivity properties of those cuts to adapt the labeling algorithm, used in the pricing, for handling the additional dual variables efficiently. Computational experiments show that several Capacitated Location-Routing previously unsolved instances from the literature can now be solved to optimality. Additional experiments with hard instances of the Vehicle Routing Problem with Capacitated Multiple Depots and with instances of the Vehicle Routing Problem with Time Windows and Shifts indicate that the newly proposed cuts are also effective for those problems.

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