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Study on taxi mode selection dynamics based on evolutionary game theory

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  • Li, Kun
  • Sun, Xiaodi

Abstract

At present, taxi market is in a transition phase, with traditional vehicles coexisting with driverless vehicles, and online services going side-by-side with offline services. In view of this, this paper put forward an evolutionary game model of tripartite competition involving passengers, driverless taxis, and traditional taxis, whereby the influence of factors, such as the scale and fare of driverless taxis, on the stable equilibrium state of the dynamical system is studied. Simulation results show that game players are very sensitive to the change of cost in terms of strategy choice: within the range of feasible parameters, the system converges to a stable state where passengers, driverless taxis, and traditional taxis all adopt online services, or all adopt offline services, depending on the ratio of driverless taxi fare to traditional taxi fare. Besides, the scale of driverless taxis and the corresponding technological level also exert an impact on the evolution of system dynamics: reducing the cruise energy consumption of driverless vehicles or improving the scheduling level of the platform can significantly promote taxi online service modes. Through this simple but representative model, the paper provides a new research idea and framework for the development of driverless taxi service modes.

Suggested Citation

  • Li, Kun & Sun, Xiaodi, 2024. "Study on taxi mode selection dynamics based on evolutionary game theory," Chaos, Solitons & Fractals, Elsevier, vol. 180(C).
    • Handle: RePEc:eee:chsofr:v:180:y:2024:i:c:s0960077924000584
    DOI: 10.1016/j.chaos.2024.114507
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    References listed on IDEAS

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    1. Wang, Xiaofeng & Perc, Matjaž, 2021. "Emergence of cooperation in spatial social dilemmas with expulsion," Applied Mathematics and Computation, Elsevier, vol. 402(C).
    2. Lamotte, Raphaël & de Palma, André & Geroliminis, Nikolas, 2017. "On the use of reservation-based autonomous vehicles for demand management," Transportation Research Part B: Methodological, Elsevier, vol. 99(C), pages 205-227.
    3. He, Nanrong & Chen, Xiaojie & Szolnoki, Attila, 2019. "Central governance based on monitoring and reporting solves the collective-risk social dilemma," Applied Mathematics and Computation, Elsevier, vol. 347(C), pages 334-341.
    4. Zhen Wang & Marko Jusup & Lei Shi & Joung-Hun Lee & Yoh Iwasa & Stefano Boccaletti, 2018. "Exploiting a cognitive bias promotes cooperation in social dilemma experiments," Nature Communications, Nature, vol. 9(1), pages 1-7, December.
    5. Wissam Qassim Al-Salih & Domokos Esztergár-Kiss, 2021. "Linking Mode Choice with Travel Behavior by Using Logit Model Based on Utility Function," Sustainability, MDPI, vol. 13(8), pages 1-18, April.
    6. Li, Jiaqi & Zhang, Chunyan & Sun, Qinglin & Chen, Zengqiang, 2015. "Coevolution between strategy and social networks structure promotes cooperation," Chaos, Solitons & Fractals, Elsevier, vol. 77(C), pages 253-263.
    7. Li, Qiaoru & Wang, Yuanyuan & Li, Kun & Chen, Liang & Wei, Zhenlin, 2019. "Evolutionary dynamics of the last mile travel choice," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 536(C).
    8. Lavieri, Patrícia S. & Bhat, Chandra R., 2019. "Modeling individuals’ willingness to share trips with strangers in an autonomous vehicle future," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 242-261.
    9. Roya Etminani-Ghasrodashti & Greg Hladik & Sharareh Kermanshachi & Jay Michael Rosenberger & Muhammad Arif Khan & Ann Foss, 2023. "Exploring shared travel behavior of university students," Transportation Planning and Technology, Taylor & Francis Journals, vol. 46(1), pages 22-44, January.
    10. Karl Sigmund & Hannelore De Silva & Arne Traulsen & Christoph Hauert, 2010. "Social learning promotes institutions for governing the commons," Nature, Nature, vol. 466(7308), pages 861-863, August.
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