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A Development of Optimal Design and Operation Algorithm for Battery-Powered Electric City Tour Bus System

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  • Young Kwan Ko

    (Department of Hotel and Tourism Management, College of Hospitality and Tourism, Sejong University, 209 Neungdong-ro, Gwangjin-gu, Seoul 05006, Republic of Korea)

  • Young Dae Ko

    (Department of Hotel and Tourism Management, College of Hospitality and Tourism, Sejong University, 209 Neungdong-ro, Gwangjin-gu, Seoul 05006, Republic of Korea)

Abstract

After overcoming COVID-19, the tourism demand around the world is on the rise again. At the same time, the interest in eco-friendliness is growing again, and efforts are being made to build an eco-friendly tourism ecosystem. In this study, assuming that a battery-powered electric city tour bus is adopted instead of an existing internal combustion engine city tour bus, we tried to develop optimal design and operation algorithms for battery-powered electric city tour bus systems. The developed algorithm pursues the maximization of the profit, which is calculated through the ticket price paid by tourists using the city tour bus and the overall cost of the electric city tour bus system. In addition, the decision variables of the algorithm are the daily number and interval of operations of the electric city tour bus, which are related to the tourism demand, the battery capacity of the electric city tour bus, and whether a pantograph-type wireless charger is installed or not at the bus stop. The operations research method is used to develop the design algorithm, and numerical examples are derived as the result of the optimal design to verify the proposed algorithm by referring to the operating situation of the Blue Trolley Line in Oahu, Hawai’i. As a result, it is found that profit maximization can be achieved by changes in the daily number and interval of operations on designated routes.

Suggested Citation

  • Young Kwan Ko & Young Dae Ko, 2023. "A Development of Optimal Design and Operation Algorithm for Battery-Powered Electric City Tour Bus System," Energies, MDPI, vol. 16(3), pages 1-16, January.
    • Handle: RePEc:gam:jeners:v:16:y:2023:i:3:p:1100-:d:1040873
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    References listed on IDEAS

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    1. Boud Verbrugge & Abdul Mannan Rauf & Haaris Rasool & Mohamed Abdel-Monem & Thomas Geury & Mohamed El Baghdadi & Omar Hegazy, 2022. "Real-Time Charging Scheduling and Optimization of Electric Buses in a Depot," Energies, MDPI, vol. 15(14), pages 1-18, July.
    2. Fernando Ortenzi & Manlio Pasquali & Pier Paolo Prosini & Alessandro Lidozzi & Marco Di Benedetto, 2019. "Design and Validation of Ultra-Fast Charging Infrastructures Based on Supercapacitors for Urban Public Transportation Applications," Energies, MDPI, vol. 12(12), pages 1-13, June.
    3. Omar, Noshin & Monem, Mohamed Abdel & Firouz, Yousef & Salminen, Justin & Smekens, Jelle & Hegazy, Omar & Gaulous, Hamid & Mulder, Grietus & Van den Bossche, Peter & Coosemans, Thierry & Van Mierlo, J, 2014. "Lithium iron phosphate based battery – Assessment of the aging parameters and development of cycle life model," Applied Energy, Elsevier, vol. 113(C), pages 1575-1585.
    4. Sung Il Kwag & Uhjin Hur & Young Dae Ko, 2021. "Sustainable Electric Personal Mobility: The Design of a Wireless Charging Infrastructure for Urban Tourism," Sustainability, MDPI, vol. 13(3), pages 1-15, January.
    5. 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.
    6. 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.
    7. Wang, Jing & Kang, Lixia & Liu, Yongzhong, 2020. "Optimal scheduling for electric bus fleets based on dynamic programming approach by considering battery capacity fade," Renewable and Sustainable Energy Reviews, Elsevier, vol. 130(C).
    8. 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).
    9. Krzysztof Zagrajek & Józef Paska & Mariusz Kłos & Karol Pawlak & Piotr Marchel & Magdalena Bartecka & Łukasz Michalski & Paweł Terlikowski, 2020. "Impact of Electric Bus Charging on Distribution Substation and Local Grid in Warsaw," Energies, MDPI, vol. 13(5), pages 1-13, March.
    10. Iván López & Pedro Luis Calvo & Gonzalo Fernández-Sánchez & Carlos Sierra & Roberto Corchero & Cesar Omar Chacón & Carlos de Juan & Daniel Rosas & Francisco Burgos, 2022. "Different Approaches for a Goal: The Electrical Bus-EMT Madrid as a Successful Case Study," Energies, MDPI, vol. 15(17), pages 1-24, August.
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