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Data-driven simulation-based planning for electric airport shuttle systems: A real-world case study

Author

Listed:
  • Liu, Zhaocai
  • Wang, Qichao
  • Sigler, Devon
  • Kotz, Andrew
  • Kelly, Kenneth J.
  • Lunacek, Monte
  • Phillips, Caleb
  • Garikapati, Venu

Abstract

Many airports are adopting battery electric buses in their shuttle fleets due to concerns over air quality and regulations. This study proposes a simulation-based optimization modeling framework to help airport shuttle operators effectively deploy electric buses. We evaluated a planned airport electric shuttle system with an event-driven simulator. Empirical data collected from existing systems were used to drive the simulations. We then proposed a simulation-based optimization model to determine the battery capacity, charging power, and number of chargers so that predefined objective(s) (e.g., minimizing total capital cost, minimizing emissions) are optimized. Compared to existing studies, the primary contribution of the proposed method is that it can model the real-world stochastic nature of operations in an electric bus system with much higher fidelity. To demonstrate the proposed modeling framework, we study a real-world shuttle system at the Dallas-Fort Worth International Airport, and present extensive numerical studies. When considering partial fleet electrification, the model can provide a set of Pareto optimal solutions. When considering full fleet electrification, the optimal solution requires a 50-kWh battery capacity and four 210-kW chargers, resulting in a total capital cost of $26,744,000. The results demonstrate that the proposed modeling framework can effectively optimize the planning of electric airport shuttle systems with partial or full fleet electrification.

Suggested Citation

  • Liu, Zhaocai & Wang, Qichao & Sigler, Devon & Kotz, Andrew & Kelly, Kenneth J. & Lunacek, Monte & Phillips, Caleb & Garikapati, Venu, 2023. "Data-driven simulation-based planning for electric airport shuttle systems: A real-world case study," Applied Energy, Elsevier, vol. 332(C).
    • Handle: RePEc:eee:appene:v:332:y:2023:i:c:s0306261922017408
    DOI: 10.1016/j.apenergy.2022.120483
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    References listed on IDEAS

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    1. Ding, Huajie & Hu, Zechun & Song, Yonghua, 2015. "Value of the energy storage system in an electric bus fast charging station," Applied Energy, Elsevier, vol. 157(C), pages 630-639.
    2. Barry L. Nelson, 2013. "Foundations and Methods of Stochastic Simulation," International Series in Operations Research and Management Science, Springer, edition 127, number 978-1-4614-6160-9, December.
    3. Joris Baars & Teresa Domenech & Raimund Bleischwitz & Hans Eric Melin & Oliver Heidrich, 2021. "Circular economy strategies for electric vehicle batteries reduce reliance on raw materials," Nature Sustainability, Nature, vol. 4(1), pages 71-79, January.
    4. 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.
    5. Li, Yi & Liu, Kailong & Foley, Aoife M. & Zülke, Alana & Berecibar, Maitane & Nanini-Maury, Elise & Van Mierlo, Joeri & Hoster, Harry E., 2019. "Data-driven health estimation and lifetime prediction of lithium-ion batteries: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 113(C), pages 1-1.
    6. Burd, Joshua Thomas Jameson & Moore, Elizabeth A. & Ezzat, Hesham & Kirchain, Randolph & Roth, Richard, 2021. "Improvements in electric vehicle battery technology influence vehicle lightweighting and material substitution decisions," Applied Energy, Elsevier, vol. 283(C).
    7. Sigler, Devon & Wang, Qichao & Liu, Zhaocai & Garikapati, Venu & Kotz, Andrew & Kelly, Kenneth J. & Lunacek, Monte & Phillips, Caleb, 2021. "Route optimization for energy efficient airport shuttle operations – A case study from Dallas Fort worth International Airport," Journal of Air Transport Management, Elsevier, vol. 94(C).
    8. Bi, Zicheng & Kan, Tianze & Mi, Chunting Chris & Zhang, Yiming & Zhao, Zhengming & Keoleian, Gregory A., 2016. "A review of wireless power transfer for electric vehicles: Prospects to enhance sustainable mobility," Applied Energy, Elsevier, vol. 179(C), pages 413-425.
    9. Stefan Helber & Justine Broihan & Young Jae Jang & Peter Hecker & Thomas Feuerle, 2018. "Location Planning for Dynamic Wireless Charging Systems for Electric Airport Passenger Buses," Energies, MDPI, vol. 11(2), pages 1-16, January.
    10. Alwesabi, Yaseen & Avishan, Farzad & Yanıkoğlu, İhsan & Liu, Zhaocai & Wang, Yong, 2022. "Robust strategic planning of dynamic wireless charging infrastructure for electric buses," Applied Energy, Elsevier, vol. 307(C).
    11. Bi, Zicheng & Keoleian, Gregory A. & Ersal, Tulga, 2018. "Wireless charger deployment for an electric bus network: A multi-objective life cycle optimization," Applied Energy, Elsevier, vol. 225(C), pages 1090-1101.
    12. Bi, Zicheng & Song, Lingjun & De Kleine, Robert & Mi, Chunting Chris & Keoleian, Gregory A., 2015. "Plug-in vs. wireless charging: Life cycle energy and greenhouse gas emissions for an electric bus system," Applied Energy, Elsevier, vol. 146(C), pages 11-19.
    13. Eltoumi, Fouad M. & Becherif, Mohamed & Djerdir, Abdesslem & Ramadan, Haitham.S., 2021. "The key issues of electric vehicle charging via hybrid power sources: Techno-economic viability, analysis, and recommendations," Renewable and Sustainable Energy Reviews, Elsevier, vol. 138(C).
    14. Neil Quarles & Kara M. Kockelman & Moataz Mohamed, 2020. "Costs and Benefits of Electrifying and Automating Bus Transit Fleets," Sustainability, MDPI, vol. 12(10), pages 1-15, May.
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    Cited by:

    1. He, Yi & Liu, Zhaocai & Zhang, Yiming & Song, Ziqi, 2023. "Time-dependent electric bus and charging station deployment problem," Energy, Elsevier, vol. 282(C).
    2. Kayhan Alamatsaz & Frédéric Quesnel & Ursula Eicker, 2024. "Enhancing Electric Shuttle Bus Efficiency: A Case Study on Timetabling and Scheduling Optimization," Energies, MDPI, vol. 17(13), pages 1-26, June.
    3. He, Ping & Jin, Jian Gang & Schulte, Frederik, 2024. "The flexible airport bus and last-mile ride-sharing problem: Math-heuristic and metaheuristic approaches," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 184(C).

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