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Variable fixing heuristics for the capacitated multicommodity network flow problem with multiple transport lines, a heterogeneous fleet and time windows

Lucas Rebouças Guimarães, Jorge Pinho de Sousa, Bruno de Athayde Prata

2020Transportation Letters14 citationsDOIOpen Access PDF

Abstract

In this paper, we investigate a new variant of the multi-commodity network flow problem, taking into consideration multiple transport lines and time windows. This variant arises in a city logistics environment, more specifically in a long-haul passenger transport system that is also used to transport urban freight. We propose two mixed integer programming models for two objective functions: minimization of network operational costs and minimization of travel times. Since the problems under study are NP-hard, we propose three size reduction heuristics. In order to assess the performance of the proposed algorithms, we carried out computational experiments on a set of synthetic problem instances. We use the relative percentage deviation as performance criterion. For the cost objective function, a LP-and-Fix algorithm outperforms other methods in most tested instances, but for the travel time, a hybrid method (size reduction with LP-and-Fix algorithm) is, in general, better than other approaches.

Topics & Concepts

HeuristicsMathematical optimizationFlow networkMinificationReduction (mathematics)Computer scienceInteger programmingVariable (mathematics)HeuristicSet (abstract data type)MathematicsMathematical analysisProgramming languageGeometryVehicle Routing Optimization MethodsTransportation Planning and OptimizationUrban and Freight Transport Logistics