Vehicle routing; Branch-and-price; Waiting costs; Analysis of algorithms
Abstract :
[en] Branch-and-price is one of the most commonly used methodologies for solving routing problems. In recent years, several studies have investigated advanced labeling algorithms to solve the related pricing problem, which is usually a variant of the elementary shortest path problem with resource constraints. Such algorithms include efficient techniques such as decremental state space relaxation, ng-route relaxation, and several hybridizations of these two relaxation methods. In this study, we compare the performance of these labeling algorithms in a branch-and-price framework when applied to the vehicle routing problem with time windows and a variant of this problem in which waiting times have a linear cost. For the latter problem, we also propose an appropriate label structure with
associated resource extension functions and dominance rules. We perform these comparisons by using a rigorous methodology, which consists in parametrizing several features of these algorithms, obtaining a good parameter configuration for each algorithm, and analyzing the performance of these configurations on benchmark instances. In order to obtain good configurations, we make use of irace, which is a tool for automated parameter tuning, while statistical tests are used for performance comparisons. Our results show that a class of hybrid algorithms with certain features based on ng-route relaxation outperforms all the others.
Research Center/Unit :
QuantOM, Research Centre for Quantitative methods and Operations Management
Disciplines :
Quantitative methods in economics & management
DOI :
10.1111/itor.70170
Author, co-author :
Michelini, Stefano ; Université de Liège - ULiège > HEC Liège Research > HEC Liège Research: Business Analytics & Supply Chain Mgmt
Küçükaydın, Hande; MEF University > Department of Industrial Engineering
Arda, Yasemin ; Université de Liège - ULiège > HEC Liège Research > HEC Liège Research: Business Analytics & Supply Chain Mgmt
Language :
English
Title :
A comparative study of branch-and-price algorithms for vehicle routing with time windows and waiting time costs
Publication date :
In press
Journal title :
International Transactions in Operational Research