Technical Papers
Jul 21, 2021

Effect of Heavy Rainstorm and Rain-Induced Waterlogging on Traffic Flow on Urban Road Sections: Integrated Experiment and Simulation Study

Publication: Journal of Transportation Engineering, Part A: Systems
Volume 147, Issue 10

Abstract

As a typical type of adverse weather, heavy rainfall can result in congestion and productivity loss in the urban transportation system, which has been a severe problem for cities and attracted much attention from scholars. However, little attention has been paid to the effects of the combination of rainfall and rain-induced waterlogging on urban road traffic. In this paper, first, an experiment based on a high-fidelity driving simulator is conducted to collect the drivers’ behavior data in the scenario of rainfall and waterlogging where 30 groups of scenarios with different levels of rainfall intensity and water depth are included. Second, different car-following models are calibrated in the light of the drivers’ behavior database from the experiment, and the best one is chosen to simulate the traffic flow on urban road sections. Lastly, different traffic flow models that depict the relationship between flow, velocity, and density are calibrated based on the simulation results. The results show that the increase of both the rainfall intensity and water depth can result in decreased free flow speed and maximum flow. The results also show that the depth of water is more critical as an influencing factor on the characteristics of traffic flow compared with the rainfall intensity. The results from this study can facilitate a deeper understanding of the influence of rainfall and waterlogging on traffic flow and improve the response capacity of traffic management departments when faced with rainfall and waterlogging.

Get full access to this article

View all available purchase options and get full access to this article.

Data Availability Statement

Some or all data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request, including the drivers’ driving behavior data from the experiment and the programming codes to process the data mentioned.

Acknowledgments

The authors disclosed receipt of the following financial support for the research, authorship, and publication of this article: This work was supported by the National Key R&D Program of China [Grant No. 2018YFC0809900] and the National Natural Science Foundation of China [Grant Nos. 71774093 and 71473146].

References

Agarwal, M., T. H. Maze, and R. Souleyrette. 2005. “Impacts of weather on urban freeway traffic flow characteristics and facility capacity.” In Proc., 2005 Mid-Continent Transportation Research Symp. Ames, IA: Iowa State Univ.
Billot, R., N.-E. El Faouzi, and F. De Vuyst. 2009. “Multilevel assessment of the impact of rain on drivers’ behavior.” Transp. Res. Rec. 2107 (1): 134–142. https://doi.org/10.3141/2107-14.
Billot, R., N.-E. E. Faouzi, S. Jacques, and D. V. Florian. 2008. “How does rain affect traffic indicators? Empirical study on a French interurban motorway.” In Proc., Safety in Mobility 2008, The Lakeside Conf. Klagenfurt, Austria: SAGE.
Chen, C., X. Zhao, H. Liu, G. Ren, Y. Zhang, and X. Liu. 2019. “Assessing the influence of adverse weather on traffic flow characteristics using a driving simulator and VISSIM.” Sustainability 11 (3): 830. https://doi.org/10.3390/su11030830.
China Meteorological Service Association. 2017. “Precipitation grade of approaching short-term rainfall in the aspect of meteorological service.” Accessed November 27, 2020. http://www.chinamsa.org/57-718.html.
Choo, K.-S., D.-H. Kang, and B.-S. Kim. 2020. “Impact assessment of urban flood on traffic disruption using rainfall–depth–vehicle speed relationship.” Water 12 (4): 926. https://doi.org/10.3390/w12040926.
Dhaliwal, S. S., X. Wu, J. Thai, and X. Jia. 2017. “Effects of rain on freeway traffic in southern California.” Transp. Res. Rec. 2616 (1): 69–80. https://doi.org/10.3141/2616-08.
Do, M., J. Oh, and M. Kim. 2003. “Effects of weather conditions on free-flow speeds.” In Proc., 5th Conf. of the Eastern-Asia-Society-for-Transportation-Studies, edited by K. Satoh, 1390–1403. Fukuoka, Japan: Eastern Asia Society for Transportation Studies.
Feng, H., C. Li, N. Zhao, and H. Hu. 2011. “Modeling the impacts of related factors on traffic operation.” Procedia Eng. 12: 99–104. https://doi.org/10.1016/j.proeng.2011.05.017.
Fereshtehpour, M., S. J. Burian, and M. Karamouz. 2018. “Flood risk assessments of transportation networks utilizing depth-disruption function.” In Proc., World Environmental and Water Resources Congress 2018, 134–142. Reston, VA: ASCE.
Gazis, D. C., R. Herman, and R. W. Rothery. 1961. “Nonlinear follow-the-leader models of traffic flow.” Oper. Res. 9 (4): 545–567. https://doi.org/10.1287/opre.9.4.545.
Hassan, S. A., L. Wong, N. Mashros, H. Mohammed Alhassan, N. S. Abdul Sukor, M. Rohani, and A. Minhans. 2016. “Operating speed of vehicles during rainfall at night: Case study in Pontian, Johor.” Jurnal Teknologi 78 (7–2): 9–18. https://doi.org/10.11113/jt.v78.9466.
Helly, W. 1959. “Simulation of bottlenecks in single lane traffic flow.” In Theory of traffic flow. Amsterdam, Netherlands: Elsevier.
Hu, S., H. Lin, K. Xie, J. Dai, and J. Qui. 2018. “Impacts of rain and waterlogging on traffic speed and volume on urban roads.” In Proc., 2018 21st Int. Conf. on Intelligent Transportation Systems (ITSC), 2943–2948. New York: IEEE.
Hussain, E., S. I. Ahmed, and M. S. Ali. 2018. “Modeling the effects of rainfall on vehicular traffic.” J. Mod. Transp. 26 (2): 133–146. https://doi.org/10.1007/s40534-018-0155-0.
Ibrahim, A. T., and F. L. Hall. 1994. “Effect of adverse weather conditions on speed-flow-occupancy relationships.” Transp. Res. Rec. 1457 (1): 184–191.
Ji, X., and C. Shao. 2019. “Modeling and analyzing free-flow speed of environment traffic flow in rainstorm based on geomagnetic detector data.” Ekoloji 28 (107): 4223–4230.
Jia, Y., J. Wu, and Y. Du. 2016. “Modeling and simulation of rainfall impacts on urban traffic flow: A case study in Beijing.” In Theory, methodology, tools and applications for modeling and simulation of complex systems, 475–484. Berlin: Springer. https://doi.org/10.1007/978-981-10-2663-8_49.
Kurte, K., S. Ravulaparthy, A. Berres, M. Allen, and J. Sanya. 2019. “Regional-scale spatio-temporal analysis of impacts of weather on traffic speed in Chicago using probe data.” [In Chinese.] Procedia Comput. Sci. 155: 551–558. https://doi.org/10.1016/j.procs.2019.08.076.
Li, J., W. H. K. Lam, and X. Li. 2016. “Modeling the effects of rainfall intensity on the heteroscedastic traffic speed dispersion on urban roads.” J. Transp. Eng. 142 (6): 05016002. https://doi.org/10.1061/(ASCE)TE.1943-5436.0000833.
Liu, X., B. Wu, Y. Zhao, and L. Zheng. 2017. “Analysis of speed characteristics of urban expressways under rainy conditions.” In Proc., 2017 IEEE 20th Int. Conf. on Intelligent Transportation Systems (ITSC). New York: IEEE.
Mirbaha, B., M. Saffarzadeh, S. A. Beheshty, M. Aniran, M. Yazdani, and B. Shirini. 2017. “Predicting average vehicle speed in two lane highways considering weather condition and traffic characteristics.” In Proc., World Multidisciplinary Civil Engineering-Architecture-Urban Planning Symp. (WMCAUS). Prague, Czech Republic: IOP Publishing.
Mukhlas, N. A., N. Mashros, O. Che Puan, S. A. Hassan, N. Abdul Hassan, R. A. Abdullah, and R. Rahman. 2016. “Effect of rainfall on traffic flow characteristics during night time.” Jurnal Teknologi 78 (7–2): 1–7.
Ni, X., H. Huang, A. Chen, R. Li, Y. Liu, and H. Xing. 2020. “Influence of rainfall and waterlogging on drivers’ behavior—A driving simulator study.” In Proc., 2020 China Public Safety Conf. (CPSC2020). Beijing: China Public Safety Conferences.
NRC (National Research Council). 2000. Highway capacity manual: Metric units. Washington, DC: Transportation Research Board.
Okamoto, N., H. Ishida, H. Furuya, and K. Furukawa. 2004. “Including weather condition factors in the analysis of the highway capacity.” In Proc., 83rd Annual Meeting of the Transportation Research Board. Washington, DC: Transportation Research Board.
Pregnolato, M., A. Ford, S. M. Wilkinson, and R. J. Dawson. 2017. “The impact of flooding on road transport: A depth-disruption function.” Transp. Res. Part D: Transp. Environ. 55 (Aug): 67–81. https://doi.org/10.1016/j.trd.2017.06.020.
Punzo, V., B. Ciuffo, and M. Montanino. 2012. “Can results of car-following model calibration based on trajectory data be trusted?” Transp. Res. Rec. 2315 (1): 11–24. https://doi.org/10.3141/2315-02.
Rakha, H., M. Farzaneh, M. Arafeh, and E. Sterzin. 2008. “Inclement weather impacts on freeway traffic stream behavior.” Transp. Res. Rec. 2071 (1): 8–18. https://doi.org/10.3141/2071-02.
Rosas-Jaimes, O. A., L. A. Quezada-Téllez, and G. Fernández-Anaya. 2018. “Control designs and stability analyses for Helly’s car-following model.” Int. J. Mod. Phys. C 29 (3): 1850025. https://doi.org/10.1142/S0129183118500250.
Smith, B. L., K. G. Byrne, R. B. Copperman, S. M. Hennessy, and N. J. Goodall. 2004. “An investigation into the impact of rainfall on freeway traffic flow.” In Proc., 83rd Annual Meeting of the Transportation Research Board. Washington, DC: Transportation Research Board.
Soria, I. S. 2010. Assessment of car-following models using field data, 56–58. Gainesville, FL: Univ. of Florida.
Sun, B., N. Wu, Y.-E. Ge, T. Kim, and H. M. Zhang. 2016a. “A new car-following model considering acceleration of lead vehicle.” Transport 31 (1): 1–10. https://doi.org/10.3846/16484142.2014.913534.
Sun, H., J. Yang, and B. Wu. 2016b. “Empirical analysis of the influence of rainstorm on the speed density relationship on expressway.” [In Chinese.] J. Transp. Syst. Eng. Inf. Technol. 16 (3): 221–227.
Tao, S., J. Corcoran, F. Rowe, and M. Hickman. 2018. “To travel or not to travel: ‘Weather’ is the question. Modelling the effect of local weather conditions on bus ridership.” Transp. Res. Part C: Emerging Technol. 86 (Jan): 147–167. https://doi.org/10.1016/j.trc.2017.11.005.
Tolentino, E. V. N., J. D. Retumban, J. V. Ranada, H. E. Francisco, J. Guillema, G. M. G. Sabino, J. R. G. Dizon, C. J. B. Gane, and K. G. Quintana. 2020. “Development of a rain sensing car speed limiter.” In Proc., Computational Science and Technology 6th ICCST 2019, edited by R. Alfred, Y. Lim, H. Haviluddin, and C. K. On, 501–510. Singapore: Springer.
Wang, X. 2015. “Study on traffic flow characteristics of urban expressway under rainstorm.” [In Chinese.] In Transportation planning and management. Beijing: Beijing Jiaotong Univ.
Wang, Y., and J. Luo. 2017. “Study of rainfall impacts on freeway traffic flow characteristics.” Transp. Res. Procedia 25: 1533–1543. https://doi.org/10.1016/j.trpro.2017.05.180.
Yang, Q., R. Overton, L. D. Han, X. Yan, and S. H. Richards. 2013. “The influence of curbs on driver behaviors in four-lane rural highways—A driving simulator based study.” Accid. Anal. Prev. 50 (Jan): 1289–1297. https://doi.org/10.1016/j.aap.2012.09.031.
Zhang, W., R. Li, P. Shang, and H. Liu. 2019. “Impact analysis of rainfall on traffic flow characteristics in Beijing.” Int. J. Intell. Syst. 17 (2): 150–160. https://doi.org/10.1007/s13177-018-0162-x.

Information & Authors

Information

Published In

Go to Journal of Transportation Engineering, Part A: Systems
Journal of Transportation Engineering, Part A: Systems
Volume 147Issue 10October 2021

History

Received: Nov 27, 2020
Accepted: Mar 24, 2021
Published online: Jul 21, 2021
Published in print: Oct 1, 2021
Discussion open until: Dec 21, 2021

Permissions

Request permissions for this article.

Authors

Affiliations

Ph.D. Student, Institute of Public Safety Research, Dept. of Engineering Physics, Tsinghua Univ., Beijing 100084, China; Beijing Key Laboratory of City Integrated Emergency Response Science, Tsinghua Univ., Beijing 100084, China. ORCID: https://orcid.org/0000-0003-4697-978X. Email: [email protected]
Hong Huang, Ph.D. [email protected]
Professor, Institute of Public Safety Research, Dept. of Engineering Physics, Tsinghua Univ., Beijing 100084, China; Beijing Key Laboratory of City Integrated Emergency Response Science, Tsinghua Univ., Beijing 100084, China (corresponding author). Email: [email protected]
Anying Chen [email protected]
Ph.D. Student, Institute of Public Safety Research, Dept. of Engineering Physics, Tsinghua Univ., Beijing 100084, China; Beijing Key Laboratory of City Integrated Emergency Response Science, Tsinghua Univ., Beijing 100084, China. Email: [email protected]
Associate Professor, Institute of Public Safety Research, Dept. of Engineering Physics, Tsinghua Univ., Beijing 100084, China; Beijing Key Laboratory of City Integrated Emergency Response Science, Tsinghua Univ., Beijing 100084, China. ORCID: https://orcid.org/0000-0003-1399-7420. Email: [email protected]
Ph.D. Student, Institute of Public Safety Research, Dept. of Engineering Physics, Tsinghua Univ., Beijing 100084, China; Beijing Key Laboratory of City Integrated Emergency Response Science, Tsinghua Univ., Beijing 100084, China. Email: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

Cited by

  • Robust Emergency Preparedness Planning for Resilience Enhancement of Energy-Transportation Nexus Against Extreme Rainfalls, IEEE Transactions on Industry Applications, 10.1109/TIA.2023.3274615, 60, 1, (1196-1207), (2024).
  • Value of Resilience for Self-Sustained Highway Transportation Systems, IEEE Transactions on Industry Applications, 10.1109/TIA.2023.3267442, 60, 1, (940-952), (2024).
  • Urban Waterlogged Road Detection under Rainfall Scenarios, 2023 IEEE 14th International Conference on Software Engineering and Service Science (ICSESS), 10.1109/ICSESS58500.2023.10293026, (285-289), (2023).
  • Impact of High Resolution Radar-Obtained Weather Data on Spatio-Temporal Prediction of Freeway Speed, Sustainability, 10.3390/su142214932, 14, 22, (14932), (2022).
  • Synergistic Influence of Rainstorm and Waterlogging on Drivers’ Driving Behavior—An Experimental Study Based on High-Fidelity Driving Simulator, Sustainability, 10.3390/su14148517, 14, 14, (8517), (2022).
  • Study of Local Traffic Flow Fluctuation under Rainfall and Waterlogging with Characteristics of Dynamic Spatiotemporal Changes, Journal of Transportation Engineering, Part A: Systems, 10.1061/JTEPBS.0000670, 148, 7, (2022).

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share