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Waiting for signalized crossing or walking to footbridge/underpass? Examining the effect of weather using stated choice experiment with panel mixed random regret minimization approach

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  • Zhu, Dianchen
  • Sze, N.N.
  • Feng, Zhongxiang
  • Chan, Ho-Yin

Abstract

It is a challenging task for pedestrians to cross a road with multiple traffic lanes and busy traffic. Many footbridges and underpasses have been built in the urban area of metropolitan cities such as Hong Kong to resolve the problem of vehicle-pedestrian conflict. To maximize the utilization and benefit of the installation of such crossing facilities, it is crucial to understand the choice behaviour of pedestrians. Although many studies have examined pedestrian walking behaviour and preference towards crossing facilities, the influence of ratio of perceived values between waiting and walking time on the choice of crossing is not explored. In addition, individual perception and choice may vary with the environmental conditions, which has not been fully accounted for in existing studies. Exposure to extremely hot weather, crowded walkways, and roadside traffic emissions are not favoured. In this study, a stated choice experiment is developed to examine the relationship between possible influencing factors and the crossing choices of pedestrians in Hong Kong. In addition, a regret-based panel mixed multinomial logit approach is adopted to model the choice, accounting for the effects of unobserved heterogeneity and panel data. The results indicate that the choice decision of pedestrians is more sensitive to an increase in waiting time at signalized crossings than to an increase in walking time to access footbridges and underpasses. These findings shed light on future urban and transport planning strategies to improve the walking environment and promote walkability.

Suggested Citation

  • Zhu, Dianchen & Sze, N.N. & Feng, Zhongxiang & Chan, Ho-Yin, 2023. "Waiting for signalized crossing or walking to footbridge/underpass? Examining the effect of weather using stated choice experiment with panel mixed random regret minimization approach," Transport Policy, Elsevier, vol. 138(C), pages 144-169.
    • Handle: RePEc:eee:trapol:v:138:y:2023:i:c:p:144-169
    DOI: 10.1016/j.tranpol.2023.04.020
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    as
    1. Böcker, Lars & Dijst, Martin & Faber, Jan, 2016. "Weather, transport mode choices and emotional travel experiences," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 360-373.
    2. Nandita Basu & Md. Mazharul Haque & Mark King & Md. Kamruzzaman & Oscar Oviedo-Trespalacios, 2022. "A systematic review of the factors associated with pedestrian route choice," Transport Reviews, Taylor & Francis Journals, vol. 42(5), pages 672-694, September.
    3. Kenneth Train ., 2000. "Halton Sequences for Mixed Logit," Economics Working Papers E00-278, University of California at Berkeley.
    4. Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470.
    5. David Hensher & William Greene, 2003. "The Mixed Logit model: The state of practice," Transportation, Springer, vol. 30(2), pages 133-176, May.
    6. Arentze, Theo & Timmermans, Harry, 2007. "Parametric action decision trees: Incorporating continuous attribute variables into rule-based models of discrete choice," Transportation Research Part B: Methodological, Elsevier, vol. 41(7), pages 772-783, August.
    7. Bhat, Chandra R., 2001. "Quasi-random maximum simulated likelihood estimation of the mixed multinomial logit model," Transportation Research Part B: Methodological, Elsevier, vol. 35(7), pages 677-693, August.
    8. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, January.
    9. Guo, Zhan & Loo, Becky P.Y., 2013. "Pedestrian environment and route choice: evidence from New York City and Hong Kong," Journal of Transport Geography, Elsevier, vol. 28(C), pages 124-136.
    10. Karekla, Xenia & Tyler, Nick, 2018. "Maintaining balance on a moving bus: The importance of three-peak steps whilst climbing stairs," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 339-349.
    11. Bhat, Chandra R., 2003. "Simulation estimation of mixed discrete choice models using randomized and scrambled Halton sequences," Transportation Research Part B: Methodological, Elsevier, vol. 37(9), pages 837-855, November.
    12. Anciaes, Paulo & Jones, Peter, 2020. "A comprehensive approach for the appraisal of the barrier effect of roads on pedestrians," Transportation Research Part A: Policy and Practice, Elsevier, vol. 134(C), pages 227-250.
    13. Guy D. Garrod & Riccardo Scarpa & Kenneth G. Willis, 2002. "Estimating the Benefits of Traffic Calming on Through Routes: A Choice Experiment Approach," Journal of Transport Economics and Policy, University of Bath, vol. 36(2), pages 211-231, May.
    14. Anciaes, Paulo Rui & Jones, Peter & Metcalfe, Paul James, 2018. "A stated preference model to value reductions in community severance caused by roads," Transport Policy, Elsevier, vol. 64(C), pages 10-19.
    15. Chorus, Caspar G. & Arentze, Theo A. & Timmermans, Harry J.P., 2008. "A Random Regret-Minimization model of travel choice," Transportation Research Part B: Methodological, Elsevier, vol. 42(1), pages 1-18, January.
    16. Chowdhury, Subeh & van Wee, Bert, 2020. "Examining women's perception of safety during waiting times at public transport terminals," Transport Policy, Elsevier, vol. 94(C), pages 102-108.
    17. Cook, Simon & Stevenson, Lorna & Aldred, Rachel & Kendall, Matt & Cohen, Tom, 2022. "More than walking and cycling: What is ‘active travel’?," Transport Policy, Elsevier, vol. 126(C), pages 151-161.
    18. Cheng, Long & Shi, Kunbo & De Vos, Jonas & Cao, Mengqiu & Witlox, Frank, 2021. "Examining the spatially heterogeneous effects of the built environment on walking among older adults," Transport Policy, Elsevier, vol. 100(C), pages 21-30.
    19. Schwanen, Tim & Dijst, Martin, 2002. "Travel-time ratios for visits to the workplace: the relationship between commuting time and work duration," Transportation Research Part A: Policy and Practice, Elsevier, vol. 36(7), pages 573-592, August.
    20. Vivek, Adheesh Kumar & Mohapatra, Smruti Sourava & Jena, Suprava, 2022. "Evaluation of user perception to define level of service criteria of rail road grade crossing: An exploratory statistical approach," Transport Policy, Elsevier, vol. 122(C), pages 64-76.
    21. Yingying Xu & Ho-Yin Chan & Anthony Chen & Xintao Liu, 2022. "Walk this way: Visualizing accessibility and mobility in metro station areas on a 3D pedestrian network," Environment and Planning B, , vol. 49(4), pages 1331-1335, May.
    22. Bhat, Chandra R. & Sardesai, Rupali, 2006. "The impact of stop-making and travel time reliability on commute mode choice," Transportation Research Part B: Methodological, Elsevier, vol. 40(9), pages 709-730, November.
    23. Elias, Wafa & Shiftan, Yoram, 2012. "The influence of individual’s risk perception and attitudes on travel behavior," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(8), pages 1241-1251.
    24. Laura Moretti & Giuseppe Loprencipe, 2018. "Climate Change and Transport Infrastructures: State of the Art," Sustainability, MDPI, vol. 10(11), pages 1-18, November.
    25. Jin, Fanglei & An, Kun & Yao, Enjian, 2020. "Mode choice analysis in urban transport with shared battery electric vehicles: A stated-preference case study in Beijing, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 133(C), pages 95-108.
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