Weather variability and travel behaviour – what we know and what we do not know

References

• Aaheim, H. A., & Hauge, K. E. (2005). Impacts of climate change on travel habits: A national assessment based on individual choices (CICERO Report 07). Oslo: Centre for International Climate and Environmental Research.
   Google Scholar
• Ahmed, F., Rose, G., & Jakob, C. (2013). Commuter cyclist travel behavior: Examination of the impact of changes in weather. Transportation Research Record: Journal of the Transportation Research Board, 2387, 76–82. doi:10.3141/2387-09
   Web of Science ®Google Scholar
• Akin, D., Sisiopiku, V. P., & Skabardonis, A. (2011). Impacts of weather on traffic flow characteristics of urban freeways in Istanbul. Paper presented at the 6th International Symposium on Highway Capacity and Quality of Service, Stockholm, Sweden. doi:10.1016/j.sbspro.2011.04.432
   Google Scholar
• Algers, S., Mattsson, L. G., Rydergren, C., & Östlund, B. (2009). Sampers erfarenheter och utvecklingsmöjligheter på kort och lång sikt. [Sampers’ experience and development possibility for short and long run]. Stockholm: Center of Transport Studies, Royal Institute of Technology (KTH). Retrieved from http://webstaff.itn.liu.se/~clryd/Sampersutveckling2009.pdf
   Google Scholar
• Andree, J. M., & Joumard, R. (2005). Modelling of cold start excess emissions for passenger cars. <hal-00917071>. Retrieved from https://hal.archives-ouvertes.fr/hal-00917071/document
   Google Scholar
• Anta, J., Perez-Lopez, J. B., Martinez-Pardo, A., Novales, M., & Orro, A. (2015). Influence of the weather on mode choice in corridors with time-varying congestion: A mixed data study. Transportation, 43(2), 337–355. doi:10.1007/s11116-015-9578-1
   Web of Science ®Google Scholar
• Arana, P., Cabezudo, S., & Peñalba, M. (2014). Influence of weather conditions on transit ridership: A statistical study using data from Smartcards. Transportation Research Part A: Policy and Practice, 59, 1–12. doi:10.1016/j.tra.2013.10.019
   Web of Science ®Google Scholar
• Aultman-Hall, L., Lane, D., & Lambert, R. R. (2009). Assessing the impact of weather and season on pedestrian traffic volumes. Proceedings of the 88th Annual Meeting of the Transportation Research Board, Washington, DC.
   Google Scholar
• Becker, G. S. (1965). A theory of the allocation of time. The Economic Journal, 75(299), 493–517. doi: 10.2307/2228949
   Web of Science ®Google Scholar
• Ben-Akiva, M. E. (1974). Structure of passenger travel demand models. Transportation Research Record, 526, 26–42.
   Google Scholar
• Ben-Akiva, M. E., & Lerman, S. R. (1985). Discrete choice analysis: Theory and application to travel demand. London: MIT Press.
   Google Scholar
• Bergström, A., & Magnusson, R. (2003). Potential of transferring car trips to bicycle during winter. Transportation Research Part A, 37(8), 649–666.
   Google Scholar
• Björklund, G., & Carlén, B. (2012). Värdering av restidsbesparingar vid cykelresor. [Valuation of travel time savings in bicycle trips]. Research Report in Transport Economics. Stockholm: VTI project. Retrieved from http://www.vti.se/en/publications/pdf/valuation-of-travel-time-savings-in-bicycle-trips.pdf
   Google Scholar
• Böcker, L., Dijst, M., & Faber, J. (2014). Weather, transport mode choices and emotional travel experiences. In L. Böcker (Ed.), Climate, weather and daily mobility: Transport mode choices and travel experiences in the Randstad Holland (pp. 77–90). Dissertation. Utrecht University. Retrieved from: https://dspace.library.uu.nl/handle/1874/315942
   Google Scholar
• Böcker, L., Dijst, M., Faber, J., & Helbich, M. (2015). En-route weather and place valuations for different transport mode users. Journal of Transport Geography, 47, 128–138. doi: 10.1016/j.jtrangeo.2015.06.003
   Web of Science ®Google Scholar
• Böcker, L., Dijst, M., & Prillwitz, J. (2013). Impact of everyday weather on individual daily travel behaviours in perspective: A literature review. Transport Reviews, 33(1), 71–91. doi: 10.1080/01441647.2012.747114
   Web of Science ®Google Scholar
• Böcker, L., Prillwitz, J., & Dijst, M. (2013). Climate change impacts on mode choices and travelled distances: A comparison of present with 2050 weather conditions for the Randstad Holland. Journal of Transport Geography, 28, 176–185. doi: 10.1016/j.jtrangeo.2012.11.004
   Web of Science ®Google Scholar
• Börjesson, M., & Eliasson, J. (2012). The value of time and external benefits in bicycle appraisal. Transportation Research Part A, 46, 673–683.
   Google Scholar
• Börjesson, M., & Eliasson, J. (2014). Experiences from the Swedish Value of Time study. Transportation Research Part A, 59, 144–158.
   Google Scholar
• Boulter, P. G., & McCrae, I. S. (2007). ARTEMIS: Assessment and reliability of transport emission models and inventory systems (final report). Wokingham, UK: TRL Limited.
   Google Scholar
• Brandenburg, C., Matzarakis, A., & Arnberger, A. (2007). Weather and cycling-a first approach to the effects of weather conditions on cycling. Meteorological Applications, 14, 61–67. doi: 10.1002/met.6
   Web of Science ®Google Scholar
• Brekke, K. A., & Johansson-Stenman, O. (2008). The behavioural economics of climate change. Oxford Review of Economic Policy, 24(2), 280–297. doi:10.1093/oxrep/grn012
   Web of Science ®Google Scholar
• Brilon, W., Geistefeldt, J., & Regler, M. (2005). Reliability of freeway traffic flow: A stochastic concept of capacity. Proceedings of the 16th International Symposium on Transportation and Traffic Theory, New York, NY.
   Google Scholar
• Carrion, C., & Levinson, D. (2012). Value of travel time reliability: A review of current evidence. Transportation Research Part A, 46, 720–741. doi:10.1016/j.tra.2012.01.003
   Google Scholar
• Chen, L., & Ng, E. (2012). Outdoor thermal comfort and outdoor activities: A review of research in the past decade. Cities, 29, 118–125. doi: 10.1016/j.cities.2011.08.006
   Web of Science ®Google Scholar
• Chen, R., & Clifton, K. J. (2011). Traveling in comfort: Investigating weather ranges for travel. Proceedings of the 90th Annual Meeting of the Transportation Research Board, Washington, DC.
   Google Scholar
• Chen, R. B., & Mahmassani, H. S. (2015). Let it rain: Weather effects on activity stress and scheduling behavior. Travel Behaviour and Society, 2, 55–64. doi:10.1016/j.tbs.2014.08.001
   Web of Science ®Google Scholar
• Chung, E., Ohtani, O., Warita, H., Kuwahara, M., & Morita, H. (2005). Effect of rain on travel demand and traffic accidents. Proceedings of the 8th International IEEE Conference on Intelligent Transportation Systems, Vienna.
   Google Scholar
• Clifton, K. J., Chen, R. B., & Cutter, A. (2011). Representing weather in travel behaviour models: A case study from Sydney, Australia. Australian Transport Research Forum 2011 Proceedings, Adelaide, Australia.
   Google Scholar
• Collins, M., Knutti, R., Arblaster, J., Dufresne, J.-L., Fichefet, T., Friedlingstein, P., … Wehner, M. (2013). Long-term climate change: Projections, commitments and irreversibility. In T. F. Stocker, D. Qin, G.-K. Plattner, M. Tignor, S. K. Allen, J. Boschung … P. M. Midgley (Eds.), Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge, UK: Cambridge University Press, Report. Retrieved from https://www.ipcc.ch/pdf/assessment-report/ar5/wg1/WG1AR5_Chapter12_FINAL.pdf
   Google Scholar
• Connolly, M. (2008). Here comes the rain again: Weather and the intertemporal substitution of leisure. Journal of Labor Economics, 26(1), 73–100. doi: 10.1086/522067
   Web of Science ®Google Scholar
• Connolly, M. (2013). Some like it mild and not too wet: The influence of weather on subjective well-being. Journal of Happiness Studies, 14, 457–473. doi:10.1007/s10902-012-9338-2
   Web of Science ®Google Scholar
• Cools, M. (2009). Inter- and intraday variability of Flemish travel behavior (Ph.D. thesis). University of Hasselt, Hasselt.
   Google Scholar
• Cools, M., & Creemers, L. (2013). The dual role of weather forecasts on changes in activity-travel behavior. Journal of Transport Geography, 28, 167–175. doi: 10.1016/j.jtrangeo.2012.11.002
   Web of Science ®Google Scholar
• Cools, M., Moons, E., Creemers, L., & Wets, G. (2010). Changes in travel behavior in response to weather conditions: Do type of weather and trip purpose matter? Transportation Research Record, 2157, 22–28. doi:10.3141/2157-03
   Web of Science ®Google Scholar
• Creemers, L., Wets, G., & Cools, M. (2015). Meteorological variation in daily travel behaviour: Evidence from revealed preference data from The Netherlands. Theoretical and Applied Climatology, 120, 183–194. doi:10.1007/s00704-014-1169-0
   Web of Science ®Google Scholar
• Cunningham, M. R. (1979). Weather, mood, and helping behavior: Quasi experiments with the sunshine samaritan. Journal of Personality and Social Psychology, 37(11), 1947–1956. doi: 10.1037/0022-3514.37.11.1947
   Web of Science ®Google Scholar
• Datla, S., Sharma, S. (2010). Variation of impact of cold temperature and snowfall and their interaction on traffic volume. Transportation Research Record: Journal of the Transportation Research Board, 2169, 107–115. doi:10.3141/2169-12
   Web of Science ®Google Scholar
• Dijst, M., Böcker, L., & Kwan, M. P. (2013). Exposure to weather and implications for travel behaviour: Introducing empirical evidence from Europe and Canada. Journal of Transport Geography, 28(1), 24–26.
   Google Scholar
• Edwards, J. B. (1999). Speed adjustment of motorway commuter traffic to inclement weather. Transportation Research Part F: Traffic Psychology and Behaviour, 2, 1–14. doi: 10.1016/S1369-8478(99)00003-0
   Google Scholar
• Eliasson, I., Knez, I., Westerberg, U., Thorsson, S., & Lindberg, F. (2007). Climate and behaviour in a Nordic city. Landscape and Urban Planning, 82, 72–84. doi: 10.1016/j.landurbplan.2007.01.020
   Web of Science ®Google Scholar
• Fang, H. A. (2008). A discrete–continuous model of households’ vehicle choice and usage, with an application to the effects of residential density. Transportation Research Part B: Methodological, 42, 736–758. doi:10.1016/j.trb.2008.01.004
   Web of Science ®Google Scholar
• Flynn, B. S., Dana, G. S., Sears, J., & Aultman-Hall, L. (2012). Weather factor impacts on commuting to work by bicycle. Preventive Medicine, 54, 122–124. doi: 10.1016/j.ypmed.2011.11.002
   PubMed Web of Science ®Google Scholar
• Fu, X., Lam, W. H. K., & Meng, Q. (2014). Modelling impacts of adverse weather conditions on activity–travel pattern scheduling in multimodal transit networks. Transportmetrica B, 2(2), 151–167. doi:10.1080/21680566.2014.924084
   Web of Science ®Google Scholar
• Gallop, G., Tse, C., & Zhao, J. (2012). A seasonal autoregressive model of Vancouver bicycle traffic using weather variables. Papers presented at the 91st Annual Meeting of the Transportation Research Board, Washington, DC.
   Google Scholar
• Gebhart, K., & Noland, R. B. (2014). The impact of weather conditions on bikeshare trips in Washington, DC. Transportation, 41, 1205–1225. doi:10.1007/s11116-014-9540-7
   Web of Science ®Google Scholar
• Guo, Z., Wilson, N. H. M., & Rahbee, A. (2007). Impact of weather on transit ridership in Chicago, Illinois. Transportation Research Record: Journal of the Transportation Research Board, 2034, 3–10. doi:10.3141/2034-01
   Web of Science ®Google Scholar
• Habib, K. M., Day, N., & Miller, E. J. (2009). An investigation of commuting trip timing and mode choice in the Greater Toronto Area: Application of a joint discrete–continuous model. Transportation Research Part A, 43, 639–653.
   Google Scholar
• Hanbali, R. M., & Kuemmel, D. A. (1993). Traffic volume reductions due to winter storm conditions. Transportation Research Record, 1387, 159–164.
   Google Scholar
• Hassan, Y. A., & Barker, D. J. (1999). The impact of unseasonable or extreme weather on traffic activity within Lothian region, Scotland. Journal of Transport Geography, 7, 209–213. doi: 10.1016/S0966-6923(98)00047-7
   Google Scholar
• Hausberger, S., Wiesmayr, J., Bukvarevic, E., Tripold, W., & Brenner, J. (2005). Evaporative emissions of vehicles (Final Report). European Commission 5th Framework project ARTEMIS (Assessment and Reliability of Transport Emission Models and Inventory Systems). Technical University of Graz, Austria.
   Google Scholar
• Heinen, E., Maat, K., & van Wee, B. (2011). Day-to-day choice to commute or not by bicycle. Transportation Research Record: Journal of the Transportation Research Board, 2230, 9–18. doi:10.3141/2230-02
   Web of Science ®Google Scholar
• Helbich, M., Böcker, L., & Dijst, M. (2014). Geographic heterogeneity in cycling under various weather conditions: Evidence from Greater Rotterdam. Journal of Transport Geography, 38, 38–47. doi: 10.1016/j.jtrangeo.2014.05.009
   Web of Science ®Google Scholar
• Hofmann, M., & Mahony, M. O. (2005). The impact of adverse weather conditions on urban bus performance measures. Proceedings of the 8th International IEEE Conference on Intelligent Transportation Systems, Vienna, Austria.
   Google Scholar
• Jaroszweski, D., & McNamara, T. (2014). The influence of rainfall on road accidents in urban areas: A weather radar approach. Travel Behaviour and Society, 1, 15–21. doi:10.1016/j.tbs.2013.10.005
   Google Scholar
• Kahneman, D., & Tversky, A. (1979). Prospect theory: An analysis of decision under risk. Econometrica, 47(2), 263–291. doi: 10.2307/1914185
   Web of Science ®Google Scholar
• Keay, K., & Simmonds, I. (2005). The association of rainfall and other weather variables with road traffic volume in Melbourne, Australia. Accident Analysis and Prevention, 37, 109–124. doi:10.1016/j.aap.2004.07.005
   PubMed Web of Science ®Google Scholar
• Keller, M. C., Fredrickson, B. L., Ybarra, O., Cote, S., Johnson, K., Mikels, J., … Wager, T. (2005). A warm heart and a clear head: The contingent effects of weather on mood and cognition. Psychological Science, 16(9), 724–731. doi: 10.1111/j.1467-9280.2005.01602.x
   PubMed Web of Science ®Google Scholar
• Khattak, A. J., & Palma, A. D. (1997). The impact of adverse weather conditions on the propensity to change travel decisions: A survey of Brussels commuters. Transportation Research Part A, 31(3), 181–203.
   Google Scholar
• Kilpeläinen, M., & Summala, H. (2007). Effects of weather and weather forecasts on driver behaviour. Transportation Research Part F: Traffic Psychology and Behaviour, 10, 288–299. doi: 10.1016/j.trf.2006.11.002
   Web of Science ®Google Scholar
• Kim, J., Mahmassani, H. S., & Dong, J. (2010). Likelihood and duration of flow breakdown: Modeling the effect of weather. Transportation Research Record: Journal of the Transportation Research Board, 2188, 19–28. doi:10.3141/2188-03
   Web of Science ®Google Scholar
• Koetse, M. J., & Rietveld, P. (2009). The impact of climate change and weather on transport: An overview of empirical findings. Transportation Research Part D: Transport and Environment, 14(3), 205–221. doi: 10.1016/j.trd.2008.12.004
   Web of Science ®Google Scholar
• Kööts, L., Realo, A., & Allik, J. (2011). The influence of the weather on affective experience: An experience sampling study. Journal of Individual Differences, 32(2), 74–84. doi: 10.1027/1614-0001/a000037
   Web of Science ®Google Scholar
• Kyte, M., Khatib, Z., Shannon, P., & Kitchener, F. (2001). Effect of weather on free-flow speed. Transportation Research Record: Journal of the Transportation Research Board, 1776, 60–68. doi: 10.3141/1776-08
   Web of Science ®Google Scholar
• Lam, W. H. K., Shao, H., & Sumalee, A. (2008). Modeling impacts of adverse weather conditions on a road network with uncertainties in demand and supply. Transportation Research Part B: Methodological, 42, 890–910. doi: 10.1016/j.trb.2008.02.004
   Web of Science ®Google Scholar
• Larson, T., & Filges, D. (1996). Landstrafikmodel for persontrafik i Danmark. [National traffic model for passenger traffic in Denmark]. Copenhagen, Denmark: Danish Road administration. Retrieved from http://www.trafikdage.dk/td/papers/papers96/trafik/filges/filges.pdf
   Google Scholar
• Lin, T. Q. (2009). Thermal perception, adaptation and attendance in a public square in hot and humid regions. Building and Environment, 44, 2017–2026. doi: 10.1016/j.buildenv.2009.02.004
   Web of Science ®Google Scholar
• Liu, C., Susilo, Y. O., & Karlström, A. (2014). Examining the impact of weather variability on non-commuters’ daily activity-travel patterns in different regions of Sweden. Journal of Transport Geography, 39, 36–48. doi: 10.1016/j.jtrangeo.2014.06.019
   Web of Science ®Google Scholar
• Liu, C., Susilo, Y. O., & Karlström, A. (2015a). The influence of weather characteristics variability on individual’s travel mode choice in different seasons and regions in Sweden. Transport Policy, 41, 147–158. doi: 10.1016/j.tranpol.2015.01.001
   Web of Science ®Google Scholar
• Liu, C., Susilo, Y. O., & Karlström, A. (2015b). 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, 82, 47–64.
   Google Scholar
• Liu, C., Susilo, Y. O., & Karlström, A. (2015c). Measuring the impacts of weather variability on home-based trip chaining behaviour: A focus on spatial heterogeneity. Transportation, 43(5), 843–867. doi:10.1007/s11116-015-9623-0
   Web of Science ®Google Scholar
• Liu, C., Susilo, Y. O., & Karlström, A. (2016). Estimating changes in transport CO2 emissions due to changes in weather and climate in Sweden. Transportation Research Part D: Transport and Environment, 49, 172–187. doi: 10.1016/j.trd.2016.09.004
   Web of Science ®Google Scholar
• Liu, C., Susilo, Y. O., Termida, N. A. (2015). Subjective perception towards uncertainty on weather conditions and its impact on out-of-home leisure activity participation decisions. Paper presented in 6th International Symposium on Transportation Network Reliability, Nara, Japan.
   Google Scholar
• Maze, T., Agarwai, M., & Burchett, G. (2006). Whether weather matters to traffic demand, traffic safety, and traffic operations and flow. Transportation Research Record: Journal of the Transportation Research Board, 1948, 170–176. doi: 10.3141/1948-19
   Google Scholar
• Miranda-Moreno, L., & Nosal, T. (2011). Weather or not to cycle; whether or not cyclist ridership has grown: A look at weather’s impact on cycling facilities and temporal trends in an urban environment. Proceedings of the 91th Annual Meeting of the Transportation Research Board, Washington, DC.
   Google Scholar
• de Montigny, L., Ling, R., & Zacharias, J. (2012). The effects of weather on walking rates in nine cities. Environment and Behavior, 44(6), 821–840. doi: 10.1177/0013916511409033
   Web of Science ®Google Scholar
• Nankervis, M. (1999). The effect of weather and climate on bicycle commuting. Transportation Research Part A: Policy and Practice, 33, 417–431. doi: 10.1016/S0191-2615(98)00045-9
   Web of Science ®Google Scholar
• Nikolopoulou, M., Baker, N., & Steemers, K. (2001). Thermal comfort in outdoor urban spaces: Understanding the human parameter. Solar Energy, 70(3), 227–235. doi:10.1016/S0038-092X(00)00093-1
   Web of Science ®Google Scholar
• Nikolopoulou, M., & Lykoudis, S. (2007). Use of outdoor spaces and microclimate in a Mediterranean urban area. Building and Environment, 42, 3691–3707. doi:10.1016/j.buildenv.2006.09.008
   Web of Science ®Google Scholar
• Nosal, T., & Miranda-Moreno, L. F. (2014). The effect of weather on the use of North American bicycle facilities: A multi-city analysis using automatic counts. Transportation Research Part A, 66, 213–225.
   Google Scholar
• Oh, J. S., Shim, Y. U., Cho, Y. H. (2002). Effect of weather conditions to traffic flow on freeway. KSCE Journal of Civil Engineering, 6(4), 413–420. doi: 10.1007/BF02841995
   Google Scholar
• Østli, V., Harkjerr, A., Killi, M. (2015). Valuation of time, reliability and comfort factors adapted to NTM6 (TØI Report 1389). Oslo, Norway.
   Google Scholar
• Parkin, J., Wardman, M., & Page, M. (2008). Estimation of the determinants of bicycle mode share for the journey to work using census data. Transportation, 35, 93–109. doi: 10.1007/s11116-007-9137-5
   Web of Science ®Google Scholar
• Phung, J., & Rose, G. (2008). Temporal variations in usage of Melbourne’s bike paths. Proceedings of 30th Australasian Transport Research Forum. Melbourne, Victoria, Australia: Forum papers, 25–27.
   Google Scholar
• Richardson, A. J. (2000). Seasonal and weather impacts on urban cycling trips (TUTI Report 1-2000). Victoria: The Urban Transport Institute.
   Google Scholar
• Sabir, M. (2011). Weather and travel behaviour (Ph.D. thesis). VU University, Amsterdam.
   Google Scholar
• Saneinejad, S., Roorda, M. J., & Kennedy, C. (2012). Modelling the impact of weather conditions on active transportation travel behaviour. Transportation Research Part D: Transport and Environment, 17(2), 129–137. doi: 10.1016/j.trd.2011.09.005
   Web of Science ®Google Scholar
• Sihvola, N. (2009). Driver assessment of road weather conditions and road weather information. Proceedings of the European Conference of Transport Research Institutes (ECTRI) Young Researchers Seminar 2009, ECTRI, Torino, Italy.
   Google Scholar
• Singhal, A., Kamga, C., & Yazici, A. (2014). Impact of weather on urban transit ridership. Transportation Research Part A, 69, 379–391.
   Google Scholar
• Sumalee, A., Uchida, K., & Lam, W. H. (2011). Stochastic multi-modal transport network under demand uncertainties and adverse weather condition. Transportation Research Part C: Emerging Technologies, 19, 338–350. doi: 10.1016/j.trc.2010.05.018
   Web of Science ®Google Scholar
• Theofilatos, A., & Yannis, G. (2014). A review of the effect of traffic and weather characteristics on road safety. Accident Analysis & Prevention, 72, 244–256. doi:10.1016/j.aap.2014.06.017
   PubMed Web of Science ®Google Scholar
• Thomas, T., Jaarsma, R., & Tutert, B. (2013). Exploring temporal fluctuations of daily cycling demand on Dutch cycle paths: The influence of weather on cycling. Transportation, 40, 1–22. doi: 10.1007/s11116-012-9398-5
   Web of Science ®Google Scholar
• Thorsson, S., Honjo, T., Lindberg, F., Eliasson, I., & Lim, E. M. (2007). Thermal comfort and outdoor activity in Japanese urban public places. Environment and Behavior, 39, 660–684. doi: 10.1177/0013916506294937
   Web of Science ®Google Scholar
• Thorsson, S., Lindberg, F., Björklund, J., Holmer, B., & Rayner, D. (2011). Potential changes in outdoor thermal comfort conditions in Gothenburg, Sweden due to climate change: The influence of urban geometry. International Journal of Climatology, 31, 324–335. doi:10.1002/joc.2231
   Web of Science ®Google Scholar
• Thorsson, S., Lindqvist, M., & Lindqvist, S. (2004). Thermal bioclimatic conditions and patterns of behaviour in an urban park in Göteborg, Sweden. International Journal of Biometeorology, 48, 149–156. doi: 10.1007/s00484-003-0189-8
   PubMed Web of Science ®Google Scholar
• Tian, W., Zheng, Y., Yang, R., Ji, S., & Wang, J. (2014). Research on clustering based meteorological data mining methods. Advanced Science and Technology Letters, 79, 106–112. doi: 10.14257/astl.2014.79.21
   Google Scholar
• Tin, S. T., Woodward, A., Robinson, E., & Ameratunga, S. (2012). Temporal, seasonal and weather effects on cycle volume: An ecological study. Environmental Health, 11, 1–9. doi:10.1186/1476-069X-11-12
   PubMed Web of Science ®Google Scholar
• TRB. (2007). Metropolitan travel forecasting- current practice and future direction (Transportation Research Board Special Report 288). Retrieved from http://onlinepubs.trb.org/onlinepubs/sr/sr288.pdf
   Google Scholar
• Van Leeuwen, E., Koetse, M., Koomen, E., & Rietveld, P. (2009). Spatial economic research on climate change and adaptation; Literature review for “Knowledge for Climate”. VU University, Amsterdam.
   Google Scholar
• Vlahogianni, E. I., & Karlaftis, M. G. (2012). Comparing traffic flow time-series under fine and adverse weather conditions using recurrence-based complexity measures. Nonlinear Dynamics, 69(4), 1949–1963. doi:10.1007/s11071-012-0399-x
   Web of Science ®Google Scholar
• Winters, M., Friesen, M. C., Koehoorn, M., & Teschke, K. (2007). Utilitarian bicycling: A multilevel analysis of climate and personal influences. American Journal of Preventive Medicine, 32(1), 52–58. doi: 10.1016/j.amepre.2006.08.027
   PubMed Web of Science ®Google Scholar
• Zanni, A. M., & Ryley, T. J. (2015). The impact of extreme weather conditions on long distance travel behaviour. Transportation Research Part A, 77, 305–319. doi:10.1016/j.tra.2015.04.025
   Google Scholar
• Zhang, X., & Chen, S. (2009). Modeling of user’s route choice behavior in adverse weather. Proceedings of 2009 IEEE International Conference on Grey Systems and Intelligent Services, 1729–1733. Nanjing, China.
   Google Scholar