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Robust eBuses Charging Location Problem
- Source :
- IEEE Open Journal of Intelligent Transportation Systems, Vol 3, Pp 856-871 (2022)
- Publication Year :
- 2022
- Publisher :
- IEEE, 2022.
-
Abstract
- The implementation of a sustainable and efficient electric bus (eBus) transportation network requires addressing multiple concerns, such as limited driving range and battery charging/discharging time. Currently, eBuses can travel between 200 to 300 km on a single charge, and fast charging stations can fully recharge a battery in a matter of minutes. However, a failure in a charging station might negatively impact the operation of the system with unnecessary delays for the users. Taking this into account, we propose and implement a model for the Robust eBuses Charging Location problem that takes into account potential vulnerabilities of the transportation system. Our model incorporates a protection mechanism that allows eBuses to reach a backup charging station in case the regular one is down. We propose a MIP model to tackle this problem with minimal disruptions in the regular operation of the eBuses. Furthermore, we also present a Large Neighbourhood Search framework to efficiently tackle the problem. Our empirical evaluation suggests that our framework can operate a robust service with a small number of charging stations for three Irish cities and our Large Neighbourhood Search approach largely outperforms a popular commercial MIP solver.
Details
- Language :
- English
- ISSN :
- 26877813
- Volume :
- 3
- Database :
- Directory of Open Access Journals
- Journal :
- IEEE Open Journal of Intelligent Transportation Systems
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.39e5b8d70bae46a390de513bc558c9a9
- Document Type :
- article
- Full Text :
- https://doi.org/10.1109/OJITS.2022.3229647