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A game-theoretic approach for the sustainable development of public bus fleet under government policies considering passenger behavior: A case study of China

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  • Enayati, Erfan
  • Rasti-Barzoki, Morteza
  • Jafari, Hamed
  • Altmann, Jörn

Abstract

In recent years, with the increasing awareness and concerns about global warming and the adverse effects of greenhouse gases (GHGs), efforts have been made in public transportation to utilize electric buses (EBs) powered by electricity generated from renewable energy sources. This approach shows promising potential in decreasing GHG emissions and fossil fuels dependence in transport sector. In this research, a game model is established between different stakeholders in the field of public transportation, including passengers, public transport service providers (PTS), and bus manufacturers, with the aim of finding the best strategies for the sustainable development of the intercity public bus fleet under different government policies. Considering various government policies, the manufacturer maximizes its profit by determining the price of buses, the PTS tries to increase its income by determining the type and number of each type of bus, and passengers also choose the best travel mode. Additionally, sensitivity analysis was conducted to explore the effects of main parameters on equilibrium solutions. The novelty of this model lies in the combination of passengers' preferences to use either public transport or private cars and the problem of deciding the size of the public bus fleet. Analyses indicate that the cap-and-trade (C&T) policy cannot be a suitable replacement for the subsidy-and-tax policy under current conditions. Also, the results indicate that the best government policy from the bus manufacturer's perspective is no policy implementation (NI) by the government, and from the PTS's perspective, it is the policy of subsidies and taxes.

Suggested Citation

  • Enayati, Erfan & Rasti-Barzoki, Morteza & Jafari, Hamed & Altmann, Jörn, 2025. "A game-theoretic approach for the sustainable development of public bus fleet under government policies considering passenger behavior: A case study of China," Energy, Elsevier, vol. 323(C).
    • Handle: RePEc:eee:energy:v:323:y:2025:i:c:s0360544225009879
    DOI: 10.1016/j.energy.2025.135345
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    as
    1. Han, Rong & Yu, Bi-Ying & Tang, Bao-Jun & Liao, Hua & Wei, Yi-Ming, 2017. "Carbon emissions quotas in the Chinese road transport sector: A carbon trading perspective," Energy Policy, Elsevier, vol. 106(C), pages 298-309.
    2. Yang, Hangjun & Zhang, Anming, 2012. "Effects of high-speed rail and air transport competition on prices, profits and welfare," Transportation Research Part B: Methodological, Elsevier, vol. 46(10), pages 1322-1333.
    3. Wentao Zhu & Mengwei Chen & Dianhai Wang & Dongfang Ma, 2018. "Policy-Combination Oriented Optimization for Public Transportation Based on the Game Theory," Mathematical Problems in Engineering, Hindawi, vol. 2018, pages 1-14, July.
    4. Solaymani, Saeed, 2019. "CO2 emissions patterns in 7 top carbon emitter economies: The case of transport sector," Energy, Elsevier, vol. 168(C), pages 989-1001.
    5. Orhan Topal & İsmail Nakir, 2018. "Total Cost of Ownership Based Economic Analysis of Diesel, CNG and Electric Bus Concepts for the Public Transport in Istanbul City," Energies, MDPI, vol. 11(9), pages 1-17, September.
    6. Zhu, Lijing & Wang, Peize & Zhang, Qi, 2019. "Indirect network effects in China’s electric vehicle diffusion under phasing out subsidies," Applied Energy, Elsevier, vol. 251(C), pages 1-1.
    7. Fan, Zhi-Ping & Cao, Yue & Huang, Chun-Yong & Li, Yongli, 2020. "Pricing strategies of domestic and imported electric vehicle manufacturers and the design of government subsidy and tariff policies," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 143(C).
    8. Shao, Lulu & Yang, Jun & Zhang, Min, 2017. "Subsidy scheme or price discount scheme? Mass adoption of electric vehicles under different market structures," European Journal of Operational Research, Elsevier, vol. 262(3), pages 1181-1195.
    9. Li, Lin & Dababneh, Fadwa & Zhao, Jing, 2018. "Cost-effective supply chain for electric vehicle battery remanufacturing," Applied Energy, Elsevier, vol. 226(C), pages 277-286.
    10. Wadud, Zia & Chintakayala, Phani Kumar, 2019. "Personal Carbon Trading: Trade-off and Complementarity Between In-home and Transport Related Emissions Reduction," Ecological Economics, Elsevier, vol. 156(C), pages 397-408.
    11. Xiangyang Yu & Xiaojing Wang, 2023. "Research on Carbon-Trading Model of Urban Public Transport Based on Blockchain Technology," Energies, MDPI, vol. 16(6), pages 1-21, March.
    12. Sun, Ya-Fang & Zhang, Yue-Jun & Su, Bin, 2022. "How does global transport sector improve the emissions reduction performance? A demand-side analysis," Applied Energy, Elsevier, vol. 311(C).
    13. Ibarra-Rojas, O.J. & Delgado, F. & Giesen, R. & Muñoz, J.C., 2015. "Planning, operation, and control of bus transport systems: A literature review," Transportation Research Part B: Methodological, Elsevier, vol. 77(C), pages 38-75.
    14. Rasti-Barzoki, Morteza & Moon, Ilkyeong, 2021. "A game theoretic approach for analyzing electric and gasoline-based vehicles’ competition in a supply chain under government sustainable strategies: A case study of South Korea," Renewable and Sustainable Energy Reviews, Elsevier, vol. 146(C).
    15. Yang, Shu & Cheng, Peng & Li, Jun & Wang, Shanyong, 2019. "Which group should policies target? Effects of incentive policies and product cognitions for electric vehicle adoption among Chinese consumers," Energy Policy, Elsevier, vol. 135(C).
    16. Nie, Qingyun & Zhang, Lihui & Li, Songrui, 2022. "How can personal carbon trading be applied in electric vehicle subsidies? A Stackelberg game method in private vehicles," Applied Energy, Elsevier, vol. 313(C).
    17. Dimitropoulos, Alexandros & van Ommeren, Jos N. & Koster, Paul & Rietveld, Piet, 2016. "Not fully charged: Welfare effects of tax incentives for employer-provided electric cars," Journal of Environmental Economics and Management, Elsevier, vol. 78(C), pages 1-19.
    18. Rui Song & Wen Shi & Wanyi Qin & Xingjian Xue, 2023. "Exploring the interplay of new energy vehicle enterprises, consumers, and government in the context of the "dual carbon" target: An evolutionary game and simulation analysis," PLOS ONE, Public Library of Science, vol. 18(9), pages 1-20, September.
    19. Hu, Jia-Wei & Javaid, Aneeque & Creutzig, Felix, 2021. "Leverage points for accelerating adoption of shared electric cars: Perceived benefits and environmental impact of NEVs," Energy Policy, Elsevier, vol. 155(C).
    20. Yan Yin & Fengcai Liu & Zhen Zhang, 2021. "Carbon Emission Reduction and Coordination Strategies for New Energy Vehicle Closed-Loop Supply Chain under the Carbon Trading Policy," Complexity, Hindawi, vol. 2021, pages 1-17, July.
    21. Zeyuan Song & Yingqi Liu & Hongwei Gao & Suxiu Li, 2020. "The Underlying Reasons behind the Development of Public Electric Buses in China: The Beijing Case," Sustainability, MDPI, vol. 12(2), pages 1-16, January.
    22. Songyan Ren & Peng Wang & Zewei Lin & Daiqing Zhao, 2022. "The Policy Choice and Economic Assessment of High Emissions Industries to Achieve the Carbon Peak Target under Energy Shortage—A Case Study of Guangdong Province," Energies, MDPI, vol. 15(18), pages 1-22, September.
    23. Ji, Shou-feng & Zhao, Dan & Luo, Rong-juan, 2019. "Evolutionary game analysis on local governments and manufacturers' behavioral strategies: Impact of phasing out subsidies for new energy vehicles," Energy, Elsevier, vol. 189(C).
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