Variable Neighborhood Search for a Dynamic Rich Vehicle Routing Problem with time windows. (July 2015)
- Record Type:
- Journal Article
- Title:
- Variable Neighborhood Search for a Dynamic Rich Vehicle Routing Problem with time windows. (July 2015)
- Main Title:
- Variable Neighborhood Search for a Dynamic Rich Vehicle Routing Problem with time windows
- Authors:
- de Armas, Jesica
Melián-Batista, Belén - Abstract:
- Highlights: This work considers a real-world Dynamic Rich VRPTW with multiple objectives. We develop a metaheuristic algorithm based on Variable Neighborhood Search. An extensive computational experience has been carried out with several purposes. The proposed algorithm is compared with the best algorithms from the literature for the Dynamic VRPTW. The developed software has been embedded into the fleet management system of a company in Spain. Abstract: A Dynamic Rich Vehicle Routing Problem with Time Windows has been tackled as a real-world application, in which customers requests can be either known at the beginning of the planning horizon or dynamically revealed over the day. Several real constraints, such as heterogeneous fleet of vehicles, multiple and soft time windows and customers priorities, are taken into consideration. Using exact methods is not a suitable solution for this kind of problems, given the fact that the arrival of a new request has to be followed by a quick re-optimization phase to include it into the solution at hand. Therefore, we have proposed a metaheuristic procedure based on Variable Neighborhood Search to solve this particular problem. The computational experiments reported in this work indicate that the proposed method is feasible to solve this real-world problem and competitive with the best results from the literature. Finally, it is worth mentioning that the software developed in this work has been inserted into the fleet management systemHighlights: This work considers a real-world Dynamic Rich VRPTW with multiple objectives. We develop a metaheuristic algorithm based on Variable Neighborhood Search. An extensive computational experience has been carried out with several purposes. The proposed algorithm is compared with the best algorithms from the literature for the Dynamic VRPTW. The developed software has been embedded into the fleet management system of a company in Spain. Abstract: A Dynamic Rich Vehicle Routing Problem with Time Windows has been tackled as a real-world application, in which customers requests can be either known at the beginning of the planning horizon or dynamically revealed over the day. Several real constraints, such as heterogeneous fleet of vehicles, multiple and soft time windows and customers priorities, are taken into consideration. Using exact methods is not a suitable solution for this kind of problems, given the fact that the arrival of a new request has to be followed by a quick re-optimization phase to include it into the solution at hand. Therefore, we have proposed a metaheuristic procedure based on Variable Neighborhood Search to solve this particular problem. The computational experiments reported in this work indicate that the proposed method is feasible to solve this real-world problem and competitive with the best results from the literature. Finally, it is worth mentioning that the software developed in this work has been inserted into the fleet management system of a company in Spain. … (more)
- Is Part Of:
- Computers & industrial engineering. Volume 85(2015)
- Journal:
- Computers & industrial engineering
- Issue:
- Volume 85(2015)
- Issue Display:
- Volume 85, Issue 2015 (2015)
- Year:
- 2015
- Volume:
- 85
- Issue:
- 2015
- Issue Sort Value:
- 2015-0085-2015-0000
- Page Start:
- 120
- Page End:
- 131
- Publication Date:
- 2015-07
- Subjects:
- Dynamic Rich Vehicle Routing Problem -- Metaheuristics -- Variable Neighborhood Search -- Degree of dynamism
Engineering -- Data processing -- Periodicals
Industrial engineering -- Periodicals
620.00285 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03608352 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.cie.2015.03.006 ↗
- Languages:
- English
- ISSNs:
- 0360-8352
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.713000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 6992.xml