Electric bus charging scheduling on a bus network
Document Type
Journal Article
Publication Date
2024
Subject Area
mode - bus, infrastructure - vehicle, infrastructure - maintainance, infrastructure - fleet management, planning - methods
Keywords
electric bus charging scheduling problem (EBCSP), public transport (PT)
Abstract
This study addresses the electric bus charging scheduling problem (EBCSP) within a bus network comprising multiple bus routes, depots, and a fleet of heterogeneous electric buses (EBs) operated by a public transport (PT) operator. The EBCSP aims to minimize total costs by concurrently determining the assignment of EBs to trips(i.e., EB-to-trip assignment) and their corresponding charging schedules. A partial charging policy allows for flexible charging durations, considering a published timetable consisting of trip tasks. We formulate the EBCSP as a mixed-integer linear programming model and a set-covering formulation. For small-scale EBCSPs, we propose a branch-and-price algorithm utilizing the set-covering formulation for exact solutions. As large-scale EBCSPs pose computational challenges, we develop an optimization-based adaptive large neighborhood search (opt-ALNS) method. The opt-ALNS method employs ALNS operators for EB-to-trip assignment and solves the remaining linear programming problem efficiently. To enhance the opt-ALNS process, we introduce a labeling method to assess solution feasibility and rebuild solutions. Moreover, we incorporate EB battery degradation effects into the proposed method. Finally, we assess the performance of the opt-ALNS method on real-life instances and compare it with the branch-and-price algorithm.
Rights
Permission to publish the abstract has been given by Elsevier, copyright remains with them.
Recommended Citation
Zhou, Y., Meng, Q., Ong, G. P., & Wang, H. (2024). Electric bus charging scheduling on a bus network. Transportation Research Part C: Emerging Technologies, 161, 104553.
Comments
Transportation Research Part C Home Page:
http://www.sciencedirect.com/science/journal/0968090X