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Resource configuration and daily operational scheduling for urban electric bus route under the hybrid power supply strategy

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  • Bie, Yiming
  • Zhou, Haolin
  • Yang, Menglin

Abstract

Currently, numerous cities are adopting electric buses (EBs) to replace fuel-powered buses. However, due to higher electricity prices during the daytime, transit operators face higher charging costs when EBs are charged during daytime hours. This paper proposes a hybrid “Energy Storage System-Power Grid (ESS-PG)” power supply strategy, wherein the ESS is deployed at EB terminals. This system is charged using the PG during off-peak hours at night with lower electricity prices. The stored energy is then used to charge EBs during daytime operations, thereby reducing the charging costs for transit operators. To determine the optimal ESS capacity, EB battery capacity, EB fleet size, EB trip and charging schedules within the hybrid power supply strategy, we develop a collaborative optimization model that integrates the full lifecycle system resource configuration and daily operational scheduling schemes for the EB route. The model is solved using a combination of branch-and-bound and an improved two-stage genetic algorithm. The effectiveness of the proposed method is validated using a real-world EB route. Results indicate that, in comparison to the unitary PG energy supply strategy, the proposed strategy can save 21.2 % of operating costs and reduced carbon emissions by 60.2 tons for the EB route.

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  • Bie, Yiming & Zhou, Haolin & Yang, Menglin, 2025. "Resource configuration and daily operational scheduling for urban electric bus route under the hybrid power supply strategy," Energy, Elsevier, vol. 320(C).
    • Handle: RePEc:eee:energy:v:320:y:2025:i:c:s036054422500739x
    DOI: 10.1016/j.energy.2025.135097
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    References listed on IDEAS

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    1. Cong, Yuan & Bie, Yiming & Liu, Ziyan & Zhu, Aoze, 2024. "Collaborative vehicle-crew scheduling for multiple routes with a mixed fleet of electric and fuel buses," Energy, Elsevier, vol. 298(C).
    2. Liu, Xiaohan & Yeh, Sonia & Plötz, Patrick & Ma, Wenxi & Li, Feng & Ma, Xiaolei, 2024. "Electric bus charging scheduling problem considering charging infrastructure integrated with solar photovoltaic and energy storage systems," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 187(C).
    3. Hatem Abdelaty & Moataz Mohamed, 2021. "A Prediction Model for Battery Electric Bus Energy Consumption in Transit," Energies, MDPI, vol. 14(10), pages 1-26, May.
    4. García, Antonio & Monsalve-Serrano, Javier & Lago Sari, Rafael & Tripathi, Shashwat, 2022. "Life cycle CO₂ footprint reduction comparison of hybrid and electric buses for bus transit networks," Applied Energy, Elsevier, vol. 308(C).
    5. Shen, Angxing & Zhang, Jihong, 2024. "Technologies for CO2 emission reduction and low-carbon development in primary aluminum industry in China: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PA).
    6. Rogge, Matthias & van der Hurk, Evelien & Larsen, Allan & Sauer, Dirk Uwe, 2018. "Electric bus fleet size and mix problem with optimization of charging infrastructure," Applied Energy, Elsevier, vol. 211(C), pages 282-295.
    7. Du, Jiuyu & Zhang, Xiaobin & Wang, Tianze & Song, Ziyou & Yang, Xueqing & Wang, Hewu & Ouyang, Minggao & Wu, Xiaogang, 2018. "Battery degradation minimization oriented energy management strategy for plug-in hybrid electric bus with multi-energy storage system," Energy, Elsevier, vol. 165(PA), pages 153-163.
    8. Bie, Yiming & Liu, Yajun & Li, Shiwu & Wang, Linhong, 2022. "HVAC operation planning for electric bus trips based on chance-constrained programming," Energy, Elsevier, vol. 258(C).
    9. Zhang, Le & Wang, Shuaian & Qu, Xiaobo, 2021. "Optimal electric bus fleet scheduling considering battery degradation and non-linear charging profile," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 154(C).
    10. Bie, Yiming & Qin, Wei & Wu, Jiabin, 2024. "Optimal electric bus scheduling method under hybrid energy supply mode of photovoltaic-energy storage system-power grid," Applied Energy, Elsevier, vol. 372(C).
    11. Rong-Ceng Leou & Jeng-Jiun Hung, 2017. "Optimal Charging Schedule Planning and Economic Analysis for Electric Bus Charging Stations," Energies, MDPI, vol. 10(4), pages 1-17, April.
    12. Zeng, Ziling & Wang, Shuaian & Qu, Xiaobo, 2022. "On the role of battery degradation in en-route charge scheduling for an electric bus system," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 161(C).
    13. Berecibar, M. & Gandiaga, I. & Villarreal, I. & Omar, N. & Van Mierlo, J. & Van den Bossche, P., 2016. "Critical review of state of health estimation methods of Li-ion batteries for real applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 56(C), pages 572-587.
    14. Ji, Jinhua & Wang, Linhong & Yang, Menglin & Bie, Yiming & Hao, Mingjie, 2024. "Optimal deployment of dynamic wireless charging facilities for electric bus route considering stochastic travel times," Energy, Elsevier, vol. 289(C).
    15. Jeroen C. J. M. van den Bergh & Arild Angelsen & Andrea Baranzini & W. J. W. Botzen & Stefano Carattini & Stefan Drews & Tessa Dunlop & Eric Galbraith & Elisabeth Gsottbauer & Richard B. Howarth & Emi, 2020. "A dual-track transition to global carbon pricing," Climate Policy, Taylor & Francis Journals, vol. 20(9), pages 1057-1069, October.
    16. Syed Muhammad Arif & Tek Tjing Lie & Boon Chong Seet & Syed Muhammad Ahsan & Hassan Abbas Khan, 2020. "Plug-In Electric Bus Depot Charging with PV and ESS and Their Impact on LV Feeder," Energies, MDPI, vol. 13(9), pages 1-16, April.
    17. Cong, Yuan & Wang, Heqi & Bie, Yiming & Wu, Jiabin, 2023. "Double-battery configuration method for electric bus operation in cold regions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 180(C).
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