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Cost-optimal hydrogen refueling scheduling for bus fleet in a grid-connected hybrid renewable energy system

Author

Listed:
  • Basnet, Sarad
  • Deschinkel, Karine
  • Le Moyne, Luis
  • Cécile Péra, Marie

Abstract

This study presents a cost-optimal sizing and energy management approach for a grid-integrated hybrid renewable energy system—comprising solar PV, wind turbines, and hydrogen production via electrolyzers with compressed storage—to meet both the electricity demand of Dijon, France, and hydrogen demand for mobility. To better plan the refueling of the hydrogen bus fleet, two case scenarios are analyzed: (i) refueling is flexibly scheduled over 24 h and (ii) refueling is optimally scheduled but restricted to 3–7 h, both for cost optimization. A Mixed-Integer Linear Programming (MILP) model is formulated and solved in the developed tool KLMS-OPT using the Pyomo modeling interface in Python with the objective of minimizing total annual cost. In the flexible scenario compared to the restricted scenario, the optimal configuration reduces the number of electrolyzers and refueling points from three to one. The hydrogen storage capacity remains below 100 kg, avoiding the need for legal authorization required in France for larger installations. This configuration yields a 0.35 % reduction in annual cost. Ultimately, the formulated problem in KLMS-OPT demonstrates strong computational efficiency, solving all scenarios in less than 20 min.

Suggested Citation

  • Basnet, Sarad & Deschinkel, Karine & Le Moyne, Luis & Cécile Péra, Marie, 2026. "Cost-optimal hydrogen refueling scheduling for bus fleet in a grid-connected hybrid renewable energy system," Applied Energy, Elsevier, vol. 404(C).
  • Handle: RePEc:eee:appene:v:404:y:2026:i:c:s0306261925018586
    DOI: 10.1016/j.apenergy.2025.127128
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    1. Rodrigo A. H. M. Cabral, 2023. "Projective analytic vectors and infinitesimal generators," Mathematische Nachrichten, Wiley Blackwell, vol. 296(2), pages 534-551, February.
    2. Pookpunt, Sittichoke & Ongsakul, Weerakorn, 2013. "Optimal placement of wind turbines within wind farm using binary particle swarm optimization with time-varying acceleration coefficients," Renewable Energy, Elsevier, vol. 55(C), pages 266-276.
    3. Sungmi Bae & Eunhan Lee & Jinil Han, 2020. "Multi-Period Planning of Hydrogen Supply Network for Refuelling Hydrogen Fuel Cell Vehicles in Urban Areas," Sustainability, MDPI, vol. 12(10), pages 1-23, May.
    4. Diaf, S. & Notton, G. & Belhamel, M. & Haddadi, M. & Louche, A., 2008. "Design and techno-economical optimization for hybrid PV/wind system under various meteorological conditions," Applied Energy, Elsevier, vol. 85(10), pages 968-987, October.
    5. ., 2023. "Financial stakeholders in SBIR projects," Chapters, in: Small Firms and U.S. Technology Policy, chapter 10, pages 88-93, Edward Elgar Publishing.
    6. Burak Şafak & Alper Çiçek, 2025. "Multi-Objective Optimal Energy Management Strategy for Grid-Interactive Hydrogen Refueling Stations in Rural Areas," Sustainability, MDPI, vol. 17(6), pages 1-20, March.
    7. Di Lu & Jing Sun & Yonggang Peng & Xiaofeng Chen, 2022. "Optimized Operation Plan for Hydrogen Refueling Station with On-Site Electrolytic Production," Sustainability, MDPI, vol. 15(1), pages 1-15, December.
    8. Yongzhe Zhang & Wenjie Zhang & Yingdong He & Hanwen Zhang & Wenjian Chen & Chengzhi Yang & Hao Dong, 2025. "Capacity Optimization of Renewable-Based Hydrogen Production–Refueling Station for Fuel Cell Electric Vehicles: A Real-Project-Based Case Study," Sustainability, MDPI, vol. 17(16), pages 1-29, August.
    9. Ludvik Viktorsson & Jukka Taneli Heinonen & Jon Bjorn Skulason & Runar Unnthorsson, 2017. "A Step towards the Hydrogen Economy—A Life Cycle Cost Analysis of A Hydrogen Refueling Station," Energies, MDPI, vol. 10(6), pages 1-15, May.
    10. Li, Yingjie & Liu, Fang & Chen, Ke & Liu, Yinghui, 2024. "Technical and economic analysis of a hybrid PV/wind energy system for hydrogen refueling stations," Energy, Elsevier, vol. 303(C).
    11. Sengupta, Manajit & Xie, Yu & Lopez, Anthony & Habte, Aron & Maclaurin, Galen & Shelby, James, 2018. "The National Solar Radiation Data Base (NSRDB)," Renewable and Sustainable Energy Reviews, Elsevier, vol. 89(C), pages 51-60.
    12. Le, Tay Son & Nguyen, Tuan Ngoc & Bui, Dac-Khuong & Ngo, Tuan Duc, 2023. "Optimal sizing of renewable energy storage: A techno-economic analysis of hydrogen, battery and hybrid systems considering degradation and seasonal storage," Applied Energy, Elsevier, vol. 336(C).
    13. Siyu Pan & Jie Li & Zujun Ou & Peng Zhu, 2023. "Projection uniformity of nearly balanced designs," Statistical Papers, Springer, vol. 64(5), pages 1699-1720, October.
    14. Neethu C & K V Ramesh, 2023. "Projected changes in heat wave characteristics over India," Climatic Change, Springer, vol. 176(10), pages 1-26, October.
    15. Dursun, Bahtiyar, 2012. "Determination of the optimum hybrid renewable power generating systems for Kavakli campus of Kirklareli University, Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(8), pages 6183-6190.
    16. Yang, Jie & Yu, Fan & Ma, Kai & Yang, Bo & Yue, Zhiyuan, 2024. "Optimal scheduling of electric-hydrogen integrated charging station for new energy vehicles," Renewable Energy, Elsevier, vol. 224(C).
    17. Jing Sun & Yonggang Peng & Di Lu & Xiaofeng Chen & Weifeng Xu & Liguo Weng & Jun Wu, 2022. "Optimized Configuration and Operating Plan for Hydrogen Refueling Station with On-Site Electrolytic Production," Energies, MDPI, vol. 15(7), pages 1-20, March.
    18. Tostado-Véliz, Marcos & Horrillo-Quintero, Pablo & García-Triviño, Pablo & Fernández-Ramírez, Luis M. & Jurado, Francisco, 2024. "Optimal sitting and sizing of hydrogen refilling stations in distribution networks under locational marginal prices," Applied Energy, Elsevier, vol. 374(C).
    19. Isaac, N. & Saha, A.K., 2021. "Analysis of refueling behavior of hydrogen fuel vehicles through a stochastic model using Markov Chain Process," Renewable and Sustainable Energy Reviews, Elsevier, vol. 141(C).
    20. Mah, Angel Xin Yee & Ho, Wai Shin & Hassim, Mimi H. & Hashim, Haslenda & Ling, Gabriel Hoh Teck & Ho, Chin Siong & Muis, Zarina Ab, 2021. "Optimization of a standalone photovoltaic-based microgrid with electrical and hydrogen loads," Energy, Elsevier, vol. 235(C).
    21. Vandenberghe, Roxanne & Humbert, Gabriele & Cai, Hanmin & Koirala, Binod Prasad & Sansavini, Giovanni & Heer, Philipp, 2025. "Optimal sizing and operation of hydrogen generation sites accounting for waste heat recovery," Applied Energy, Elsevier, vol. 380(C).
    22. Gao, Jianwei & Wu, Haoyu & Chen, Li & Meng, Qichen & Liu, Jiangtao, 2024. "Research on optimization layout of hydrogen refueling facility network based on renewable energy hydrogen production mode," Energy, Elsevier, vol. 296(C).
    23. ., 2023. "University collaborators on SBIR projects," Chapters, in: Small Firms and U.S. Technology Policy, chapter 8, pages 70-77, Edward Elgar Publishing.
    24. Grüger, Fabian & Dylewski, Lucy & Robinius, Martin & Stolten, Detlef, 2018. "Carsharing with fuel cell vehicles: Sizing hydrogen refueling stations based on refueling behavior," Applied Energy, Elsevier, vol. 228(C), pages 1540-1549.
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