Search results for " Vehicle routing problem"

showing 8 items of 8 documents

Application of a Knowledge Discovery Process to Study Instances of Capacitated Vehicle Routing Problems

2020

Vehicle Routing Problems (VRP) are computationally challenging, constrained optimization problems, which have central role in logistics management. Usually different solvers are being developed and applied for different kind of problems. However, if descriptive and general features could be extracted to describe such problems and their solution attempts, then one could apply data mining and machine learning methods in order to discover general knowledge on such problems. The aim then would be to improve understanding of the most important characteristics of VRPs from both efficient solution and utilization points of view. The purpose of this article is to address these challenges by proposi…

autoencoderreititysbusiness.industryComputer scienceProcess (engineering)capacitated vehicle routing problemsfeature extractionFeature extractionLogistics managementknowledge discoveryRobust statisticsMachine learningcomputer.software_genreAutoencoderkoneoppiminenKnowledge extractionoptimointirobust statisticsVehicle routing problemlogistiikkaGeneral knowledgeArtificial intelligencetiedonlouhintabusinesscomputer
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Time-Dependent Multiple Depot Vehicle Routing Problem on Megapolis Network under Wardrop's Traffic Flow Assignment

2018

In this work multiple depot vehicle routing problem is considered in case of variable travel times between nodes on a metropolis network. This variant of the classic multiple depot vehicle routing problem is motivated by the fact that in urban contexts variable traffic conditions play an essential role and can not be ignored in order to perform a realistic optimization. Time-travel matrices corresponding to each period of planning horizon were formed by solving the traffic assignment problem in conjunction with shortest path problem. Routing problem instances include from 20 to 100 customers randomly chosen from a road network of Saint-Petersburg. The results demonstrate that taking into ac…

Mathematical optimizationroadsDepotComputer scienceTraffic Flow Assignment0211 other engineering and technologiesTime horizon02 engineering and technologylcsh:Telecommunicationoptimointilcsh:TK5101-67200502 economics and businessVehicle routing problemta113050210 logistics & transportationreititys021103 operations researchtiet05 social sciencesbiological system modelingTraffic flowMultiple Depot Vehicle Routing ProblemVariable (computer science)suunnitteluroutingShortest path problemTime-Dependent Routing ProblemRouting (electronic design automation)planningMegapolis NetworkAssignment problemvehicle routingoptimization
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Contributions to Branch-and-Price-and-Cut Algorithms for Routing Problems

2019

This article deals with new exact branch-and-price-and-cut algorithms for the solution of routing problems. Specialized methods for the pickup-and-delivery problem (PDP), the truck-and-trailer routing problem (TTRP), the periodic vehicle routing problem (PVRP) and a service network design and hub location problem (SNDHLP) are presented. We develop a new technique for the acceleration of bidirectional labeling algorithms by a dynamic choice of the merge point. Moreover, for variants of the PDP, the bidirectional labeling can be effectively applied for the first time. In the TTRP, we model the extension to a 2 days planning horizon and the consideration of a quantity-dependent transfer time. …

050210 logistics & transportation021103 operations researchComputer scienceBranch and price05 social sciences0211 other engineering and technologiesTime horizon02 engineering and technologyDynamic choiceHub location problemNetwork planning and design0502 economics and businessVehicle routing problemPeriodic vehicle routing problemColumn generationAlgorithm
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INTELLI 2013, The Second International Conference on Intelligent Systems and Applications

2013

The research of optimization techniques in the system of goods distribution from warehouses to final users (vehicle routing problem), made considerable savings on the total cost of transport and, consequently, on the final cost of goods, and produced the models applicable to other operating environments (e.g., transport for disabled people, school, municipal waste collection). The analysis conducted on the different models developed under the VRP highlights the support that these models can give on the infomobility of goods.

Settore ICAR/05 - TrasportiInfomobility of goodLogistic OperatorTransport of goodsModels of DRAIMutimodal Transport OperatorModel of Vehicle Routing Problem
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Sustainable vehicle routing based on firefly algorithm and TOPSIS methodology

2019

Abstract In a sustainable management of logistics, transportation plays a crucial role. Traditionally, the main purpose was to solve the Vehicle Routing Problem minimizing the cost associated with the travelled distances. Nowadays, the economic profit cannot be the only driver for achieving sustainability and environmental issues have to be also considered. In this paper, to satisfy the intricate limits involved in real vehicle routing problem, the study has been structured considering different types of vehicles in terms of maximum capacity, velocity and emissions, asymmetric paths, vehicle-client constraints and delivery time windows. The firefly algorithm has been implemented to solve th…

lcsh:GE1-350Operations researchComputer sciencelcsh:TTOPSISFirefly algorithmlcsh:TechnologySustainability Vehicle routing problem Firefly algorithm TOPSIS Decision makingSustainabilityTime windowsSustainable managementSustainability; Vehicle routing problem; Firefly algorithm; TOPSIS; Decision makingVehicle routing problemSustainabilityVehicle routing problemSettore ING-IND/17 - Impianti Industriali MeccaniciFirefly algorithmTOPSISDecision makinglcsh:Environmental sciences
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The mixed capacitated general routing problem with turn penalties

2011

In this paper we deal with the mixed capacitated general routing problem with turn penalties. This problem generalizes many important arc and node routing problems, and it takes into account turn penalties and forbidden turns, which are crucial in many real-life applications, such as mail delivery, waste collection and street maintenance operations. Through a polynomial transformation of the considered problem into a Generalized Vehicle routing problem, we suggest a new approach for solving this new problem by transforming it into an Asymmetric Capacitated Vehicle routing problem. In this way, we can solve the new problem both optimally and heuristically using existing algorithms. A powerfu…

Capacitated vehicle routing problemMathematical optimizationRouting problemsPolynomial transformationReal-life applicationsTurn penaltiesCapacitated general routing problemRouting algorithmsVehicle Routing ProblemsTransformationPolynomial transformationsArtificial IntelligenceVehicle routing problemDestination-Sequenced Distance Vector routingGeneral routing problemMathematicsta113Average deviationStatic routingWaste collectionNode (networking)General EngineeringSolution methodsMaintenance operationsVehicle routingComputer Science ApplicationsMemetic algorithmsBenchmark (computing)Network routingMemetic algorithmRouting (electronic design automation)MATEMATICA APLICADAAlgorithmsExpert Systems with Applications
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Branch-and-Price-and-Cut for the Periodic Vehicle Routing Problem with Flexible Schedule Structures

2019

This paper addresses the periodic vehicle routing problem with time windows (PVRPTW). Therein, customers require one or several visits during a planning horizon of several periods. The possible visiting patterns (schedules) per customer are limited. In the classical PVRPTW, it is common to assume that each customer requires a specific visit frequency and offers all corresponding schedules with regular intervals between the visits. In this paper, we permit all kinds of schedule structures and the choice of the service frequency. We present an exact branch-and-price-and-cut algorithm for the classical PVRPTW and its variant with flexible schedules. The pricing problems are elementary shortes…

050210 logistics & transportationScheduleMathematical optimization021103 operations researchComputer scienceBranch and price05 social sciences0211 other engineering and technologiesTransportationTime horizon02 engineering and technologyTime windows0502 economics and businessPeriodic vehicle routing problemCivil and Structural EngineeringTransportation Science
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A more efficient cutting planes approach for the green vehicle routing problem with capacitated alternative fuel stations

2021

AbstractThe Green Vehicle Routing Problem with Capacitated Alternative Fuel Stations assumes that, at each station, the number of vehicles simultaneously refueling cannot exceed the number of available pumps. The state-of-the-art solution method, based on the generation of all feasible non-dominated paths, performs well only with up to 2 pumps. In fact, it needs cloning the paths between every pair of pumps. To overcome this issue, in this paper, we propose new path-based MILP models without cloning paths, for both the scenario with private stations (i.e., owned by the fleet manager) and that with public stations. Then, a more efficient cutting plane approach is designed for addressing both…

050210 logistics & transportationMathematical optimization021103 operations researchControl and OptimizationCloning (programming)Alternative fuel vehicles; Fueling pump reservation; Mixed integer linear programming; Vehicle routing problemComputer science05 social sciences0211 other engineering and technologiesComputational intelligence02 engineering and technologyGreen vehicle routingSet (abstract data type)Alternative fuel vehiclesalternative fuels benchmarking clone cells cloning integer programming pumps sensitivity analysis vehicles fueling pump reservation mixed integer linear programming vehicle routing problemMixed integer linear programmingVehicle routing problem0502 economics and businessPath (graph theory)Benchmark (computing)Sensitivity (control systems)Settore MAT/09 - Ricerca OperativaCutting-plane methodFueling pump reservation
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