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The split heterogeneous vehicle routing problem with three-dimensional loading constraints on a large scale
- Source :
- European Journal of Operational Research. 299:706-721
- Publication Year :
- 2022
- Publisher :
- Elsevier BV, 2022.
-
Abstract
- This paper introduces a complex real-world problem on a large scale that combines the split delivery heterogeneous vehicle routing problem with three-dimensional loading and considers new routing and loading constraints. The problem aims to find a set of routes with minimum transportation cost by satisfying the demand of all customers and loading constraints. We propose a column generation-based heuristic algorithm that employs three heuristic algorithms to solve the subproblem and a hybrid algorithm for loading. Computational experiments on the literature instances indicate that the proposed algorithm can produce very near solutions to the literature algorithm's solutions in significantly shorter running times. This paper introduces real-world instances with 230 to 850 customers, several times larger than the existing benchmarks. The results of the proposed algorithm for real-world instances are effective, and compared to the current situation, it leads to a reduction of 20% in the average total cost of transportation. Also, the average number of vehicles is reduced by 36%.
- Subjects :
- Mathematical optimization
Information Systems and Management
General Computer Science
Scale (ratio)
Heuristic (computer science)
Computer science
Management Science and Operations Research
Hybrid algorithm
Industrial and Manufacturing Engineering
Set (abstract data type)
Reduction (complexity)
Modeling and Simulation
Vehicle routing problem
Column generation
Routing (electronic design automation)
Subjects
Details
- ISSN :
- 03772217
- Volume :
- 299
- Database :
- OpenAIRE
- Journal :
- European Journal of Operational Research
- Accession number :
- edsair.doi...........1fb5c14fb06b9d4f783abea9389c7dcb