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Weather and cycling: Mining big data to have an in-depth understanding of the association of weather variability with cycling on an off-road trail and an on-road bike lane

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  • Zhao, Jinbao
  • Wang, Jian
  • Xing, Zhaomin
  • Luan, Xin
  • Jiang, Yang

Abstract

Although cycling is an easy and popular form of physical activity and urban travel, barriers exist. In particular, cycling is more likely and more severely to be affected by inclement weather than the motorized modes as the cyclists are entirely exposed to outdoor environment. Understanding the weather-cycling relationship is of great importance to academics and practitioners for cycling activity analysis and promotion. This study contributes to an in-depth understanding of how the changes in weather conditions affect cycling on an off-road trail and an on-road (bridge) bike lane at both daily and hourly scales across four seasons. The paper compares the weather-cycling relationship based on day of week and time of day combinations. The autocorrelation effect of cycling itself and the lagging effect of weather elements are also examined. The findings indicate that cycling is significantly self-dependent especially at the finer temporal scales. Weather have a very different influence on bicycle usage of off-road trails versus on-road bike lanes. When it rains its negative impact not only continues but also significantly affects the cycling within previous one hour. At the daily level, weekend cycling on the trail is less likely to be affected by weather as compared to cycling on the bike lane, whilst inverse is true for weekday cycling. Cycling is most likely to be affected by weather conditions in spring and least likely to be affected in winter. Cycling pattern which is more unrelated to weather at the aggregated level tends to be more flexibly adjusted according to the real-time weather conditions at the disaggregated level. Cyclists on weekends especially during the weekend peak hours (11 AM–4 PM) tend to have more flexibility to adjust their cycling schedule before or after the adverse weather conditions than on weekdays. In addition, cyclists with utilitarian purposes are more likely to shift from cycling to other modes (e.g., transit) due to real-time bad weather conditions in weekdays than in weekends, especially during weekday peak hours (7–9 AM and 4–6 PM). The results provide weather officials, transport agencies and research institutions with valuable information for cycling activity analysis and promotion by considering the effects of weather events especially rainfall.

Suggested Citation

  • Zhao, Jinbao & Wang, Jian & Xing, Zhaomin & Luan, Xin & Jiang, Yang, 2018. "Weather and cycling: Mining big data to have an in-depth understanding of the association of weather variability with cycling on an off-road trail and an on-road bike lane," Transportation Research Part A: Policy and Practice, Elsevier, vol. 111(C), pages 119-135.
    • Handle: RePEc:eee:transa:v:111:y:2018:i:c:p:119-135
    DOI: 10.1016/j.tra.2018.03.001
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    1. Pucher, John & Buehler, Ralph, 2006. "Why Canadians cycle more than Americans: A comparative analysis of bicycling trends and policies," Transport Policy, Elsevier, vol. 13(3), pages 265-279, May.
    2. Chengxi Liu & Yusak O. Susilo & Anders Karlström, 2016. "Measuring the impacts of weather variability on home-based trip chaining behaviour: a focus on spatial heterogeneity," Transportation, Springer, vol. 43(5), pages 843-867, September.
    3. Kashfi, Syeed Anta & Bunker, Jonathan M. & Yigitcanlar, Tan, 2016. "Modelling and analysing effects of complex seasonality and weather on an area's daily transit ridership rate," Journal of Transport Geography, Elsevier, vol. 54(C), pages 310-324.
    4. Kyle Gebhart & Robert Noland, 2014. "The impact of weather conditions on bikeshare trips in Washington, DC," Transportation, Springer, vol. 41(6), pages 1205-1225, November.
    5. Müller, Sven & Tscharaktschiew, Stefan & Haase, Knut, 2008. "Travel-to-school mode choice modelling and patterns of school choice in urban areas," Journal of Transport Geography, Elsevier, vol. 16(5), pages 342-357.
    6. Bergström, A. & Magnusson, R., 2003. "Potential of transferring car trips to bicycle during winter," Transportation Research Part A: Policy and Practice, Elsevier, vol. 37(8), pages 649-666, October.
    7. Pucher, John & Komanoff, Charles & Schimek, Paul, 1999. "Bicycling renaissance in North America?: Recent trends and alternative policies to promote bicycling," Transportation Research Part A: Policy and Practice, Elsevier, vol. 33(7-8), pages 625-654.
    8. Liu, Chengxi & Susilo, Yusak O. & Karlström, Anders, 2015. "The influence of weather characteristics variability on individual’s travel mode choice in different seasons and regions in Sweden," Transport Policy, Elsevier, vol. 41(C), pages 147-158.
    9. Liu, Chengxi & Susilo, Yusak O. & Karlström, Anders, 2015. "Investigating the impacts of weather variability on individual’s daily activity–travel patterns: A comparison between commuters and non-commuters in Sweden," Transportation Research Part A: Policy and Practice, Elsevier, vol. 82(C), pages 47-64.
    10. Zhao, Jinbao & Deng, Wei & Song, Yan, 2014. "Ridership and effectiveness of bikesharing: The effects of urban features and system characteristics on daily use and turnover rate of public bikes in China," Transport Policy, Elsevier, vol. 35(C), pages 253-264.
    11. Singhal, Abhishek & Kamga, Camille & Yazici, Anil, 2014. "Impact of weather on urban transit ridership," Transportation Research Part A: Policy and Practice, Elsevier, vol. 69(C), pages 379-391.
    12. Tom Thomas & Rinus Jaarsma & Bas Tutert, 2013. "Exploring temporal fluctuations of daily cycling demand on Dutch cycle paths: the influence of weather on cycling," Transportation, Springer, vol. 40(1), pages 1-22, January.
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