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Published on: February 1, 2020
Bundle generation for the vehicle routing problem with occasional drivers and time windows
Simona Mancini1,2, Margaretha Gansterer2
1Department of Engineering, University of Palermo, Viale delle Scienze 8, Palermo, 90128 Italy.
This study introduces an auction system for the vehicle routing problem with occasional drivers and time windows, optimizing customer bundle assignments. Spatial-temporal 3D corridor generation proved more effective than clustering for cost reduction.
Area of Science:
- Operations Research
- Logistics Management
- Computational Optimization
Background:
- The vehicle routing problem with occasional drivers and time windows (VRP-OD-TW) is a complex logistical challenge.
- Existing VRP-OD-TW models often focus on single requests, limiting flexibility and potential cost savings.
Purpose of the Study:
- To develop and evaluate novel bundling strategies for the VRP-OD-TW.
- To design an auction-based system for assigning customer bundles to occasional drivers efficiently.
- To investigate the impact of spatial-temporal customer representations on bundling effectiveness.
Main Methods:
- An auction-based system was designed for bundle-to-driver assignment.
- Two bundling strategies were proposed utilizing spatial-temporal customer data in 3D space: 3D corridors and 3D clustering.
- Extensive computational experiments were conducted to compare the strategies.
Main Results:
- The 3D corridor bundling strategy significantly outperformed the 3D clustering approach in both solution quality and computational time.
- Both proposed spatial-temporal bundling strategies demonstrated superior performance compared to methods relying solely on spatial information.
- The auction system facilitated attractive bundle offers for drivers and potential cost reductions for the company.
Conclusions:
- Spatial-temporal bundling, particularly using 3D corridors, is a highly effective approach for the VRP-OD-TW.
- The proposed auction mechanism can successfully manage bundle assignments to occasional drivers.
- Integrating temporal dimensions in bundling strategies is crucial for optimizing logistics and achieving cost savings.
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