Our understanding of non-linear and time varying effects on shared e-scooter ridership dynamics is limited. Consequently, both operators and city councils supporting shared e-scooter schemes do not have the requisite information to help optimise infrastructure planning and operation management. Focussing on subtropical Brisbane, Australia, the current study examines time varying and non-linear effects of weather and built environment factors on shared e-scooter ridership. Results from XGBoost models reveal threshold relationships with both the availability of cycling infrastructure and the presence of park and commercial land uses. Additionally, we show how hot weather increases ridership especially around large parks and in commercial areas on both weekdays and weekends. Understanding the intricate (non-linear) interplay (interaction) between weather and built environment factors and their variation over time on shared e-scooter ridership have important implications for policymakers, transportation planners, and environmental advocates in providing the requisite evidence for data driven decision making.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    How weather and built environment factors influence e-scooter ridership: Understanding non-linear and time varying effects


    Beteiligte:
    Ying Lu (Autor:in) / Lihong Zhang (Autor:in) / Jonathan Corcoran (Autor:in)


    Erscheinungsdatum :

    2024




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Unbekannt




    Exploring the Non-linear Relationship between E-scooter Ridership and the Built Environment

    Qiu, Zhongquan / Yuan, Hongxia / Wang, Chao et al. | IEEE | 2021


    Understanding the Relationships Among E-scooter Ridership, Transit Desert Index, and Health-Related Factors

    Jiao, Junfeng / Degen, Nathaniel / Azimian, Amin | Transportation Research Record | 2022


    Analysing the relationship between weather, built environment, and public transport ridership

    Lin, Pengfei / Weng, Jiancheng / Brands, Devi K. et al. | Wiley | 2020

    Freier Zugriff

    Analysing the relationship between weather, built environment, and public transport ridership

    Lin, Pengfei / Weng, Jiancheng / Brands, Devi K. et al. | IET | 2021

    Freier Zugriff

    Adverse weather effects on bus ridership

    Kashfi, Syeed Anta | Online Contents | 2015