Case Studies
Jun 14, 2013

Modeling the Effects of Rainfall Intensity on Traffic Speed, Flow, and Density Relationships for Urban Roads

Publication: Journal of Transportation Engineering
Volume 139, Issue 7

Abstract

The relationships between traffic speed, flow, and density under various rainfall conditions on urban roads in Hong Kong are investigated in this study. The effects of rainfall intensities are examined empirically, particularly their effects on the reduction of key traffic stream parameters such as free-flow speed, speed at capacity, and capacity (or maximum flow) on urban roads. Rainfall intensity has been found to have significant impacts on urban road key traffic stream parameters, but not on traffic jam density. Generalized speed-flow and speed-density functions are also proposed and calibrated, taking into account the effects of varied rainfall intensity. The calibrated generalized functions are validated with an independent data set from the same location. The generalized speed-flow and speed-density functions are useful for assessing the performance of urban roads, particularly in cites with relatively high annual rainfall intensity. It is believed that the findings could provide better insights into the effects of rainfall intensity on urban road traffic environments for modeling their impacts on road users’ route choice behaviors.

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Acknowledgments

The work described in this paper was jointly supported by two competitive earmarked research grants from the Research Grants Council of the Hong Kong Special Administrative Region (PolyU 5196/10E and 5187/12E), and an internal research grant J-BB7Q from the Research Committee of the Hong Kong Polytechnic University. The authors would like to thank the Transport Department of the Hong Kong Government for providing the JTIS traffic data from 2009 to 2011. The two anonymous reviewers are also acknowledged for their valuable comments that improved the quality of the paper.

References

Agarwal, M., Maze, T. H., and Souleytette, R. (2006). “The weather and its impact on urban freeway traffic operations.” Proc., 85th Transportation Research Board Annual Meeting (CD-ROM), Transportation Research Board, Washington, DC.
Billot, R., El Faouzi, N. E., and De Vuyst, F. (2009). “A multi-level assessment of the rain impact on drivers’ behaviors: standardized methodology and empirical analysis.” Transp. Res. Rec., 2107, 134–142.
Billot, R., El-Faouzi, N. E., Sau, J., and De-Vuyst, F. (2010). “Integrating the impact of rain into traffic management: online traffic state estimation using sequential Monto Carlo techniques.” Transp. Res. Rec., 2169, 141–149.
Camacho, F. J., Garcia, A., and Belda, E. (2010). “Analysis of impact of adverse weather on freeway free-flow speed in Spain.” Transp. Res. Rec., 2169, 150–159.
Carey, M. (2004). “Link travel times II: Properties derived from traffic-flow models.” Netw. Spat. Econ., 4(4), 379–402.
Carey, M., and Bowers, M. (2012). “A review of properties of flow-density functions.” Transp. Rev., 32(1), 49–73.
Cluett, C., Kitchener, F., Shank, D., Osborne, L., and Conger, S. (2006). “Integration of emergency and weather elements into transportation management centers.”, Federal Highway Administration, Washington, DC.
Coifman, B., and Kim, S. (2011). “Extended bottleneck, the fundamental relationship, and capacity drop on freeways.” Transport. Res. Pol. Pract., 45(9), 980–991.
Del Castillo, J. M., and Benitez, F. G. (1995). “On the functional form of the speed-density relationship II: Empirical investigation.” Transp. Res. Part B, 29(5), 391–406.
Einbeck, J., and Dwyer, J. (2011). “Using principal curves to analyse traffic patterns on freeways.” Transportmetrica, 7(3), 229–246.
Fox, J. (2008). Applied regression analysis and generalized linear models, Sage, Los Angeles.
Gentile, G., Meschini, L., and Papola, N. (2005). “Macroscopic arc performance models with capacity constraints for within-day dynamic traffic assignment.” Transp. Res. Part B, 39(4), 319–338.
Huang, Z. Y., Chen, X. H., Lin, H. F., Yang, Z. L., and Li, L. Y. (2008). “Movement nature of speed-flow relationship on congested expressway.” J. Transp. Eng., 134(3), 137–145.
Jin, W. L. (2010). “A kinematic wave theory of lane-changing traffic flow.” Transp. Res. Part B, 44(8–9), 1001–1021.
Lam, W. H. K., Shao, H., and Sumalee, A. (2008). “Modeling impacts of adverse weather conditions on a road network with uncertainties in demand and supply.” Transp. Res. Part B, 42(10), 890–910.
Lamm, R., Choueiri, E. M., and Mailaender, T. (1990). “Comparison of operating speeds on dry and wet pavements of two-lane rural highways.” Transp. Res. Rec., 1280, 199–207.
Lee, S., Heydecker, B., Kim, Y. H., and Shon, E. Y. (2011). “Dynamic OD estimation using three phase traffic flow theory.” J. Adv. Transp., 45(2), 143–158.
Li, D. P., Li, X. M., and Lam, W. H. K. (2012). “Temporal and spatial impacts of rainfall intensity on traffic accidents in Hong Kong.” Proc., 17th Int. Conf., Hong Kong Society for Transportation Studies, Hong Kong, 333–340.
Lum, K. M., Fan, H. S. L., Lam, S. H., and Olszewski, P. (1998). “Speed-flow modeling of arterial roads in Singapore.” J. Transp. Eng., 124(3), 213–222.
Munawar, A. (2011). “Speed and capacity for urban roads, Indonesian experience.” Procedia Soc. Behav. Sci., 16, 382–387.
Ngoduy, D. (2010). “Multiclass first-order modelling of traffic networks using discontinuous flow-density relationships.” Transportmetrica, 6(2), 121–141.
Rakha, H., Farzaneh, M., Arafeh, M., and Sterzin, E. (2008). “Inclement weather impacts on freeway traffic steam behavior.” Transp. Res. Rec., 2071, 8–18.
Ran, B., Rouphail, N. M., Tarko, A., and Boyce, D. E. (1997). “Toward a class of link travel time functions for dynamic assignment models on signalized networks.” Transp. Res. Part B, 31(4), 277–290.
Shao, H., Lam, W. H. K., Tam, M. L., and Yuan, X. M. (2008). “Modelling rain effects on risk-taking behaviours of multi-user classes in road networks with uncertainty.” J. Adv. Transp., 42(3), 265–290.
Tam, M. L., Chen, B. Y., and Lam, W. H. K. (2007). “Assessment of rainfall impacts on vehicular travel speeds.” Proc., 12th Int. Conf., Hong Kong Society for Transportation Studies, Hong Kong, 421–430.
Tam, M. L., and Lam, W. H. K. (2005). “Modeling speed-density relationships for real-time traveler information system development in Hong Kong.” Proc., 10th Int. Conf., Hong Kong Society for Transportation Studies, Hong Kong, 84–93.
Tam, M. L., and Lam, W. H. K. (2011). “Validation of instantaneous journey time estimates: A journey time indication system in Hong Kong.” Proc., 9th Int. Conf., 8, Eastern Asia Society for Transportation Studies, Tokyo, Japan, 336–346.
Transport Department. (2010). The annual traffic census 2009, Government of the Hong Kong Special Administrative Region.
Transport Department. (2011). The annual traffic census 2010, Government of the Hong Kong Special Administrative Region.
Transportation Research Board. (2000). Highway capacity manual 2000, Transportation Research Board, National Research Council, Washington, DC.
Tsirigotis, L., Vlahogianni, E. I., and Karlaftis, M. G. (2012). “Does information on weather affect the performance of short-term traffic forecasting models?” Int. J. Intell. Transp. Syst. Res., 10(1), 1–10.
Unrau, D., and Andrey, J. (2006). “Driver response to rainfall on urban expressways.” Transp. Res. Rec., 1980, 24–30.
Wang, H. Z., Li, J., Chen, Q. Y., and Ni, D. H. (2011). “Logistic modeling of the equilibrium speed-density relationship.” Transport. Res. Pol. Pract., 45(6), 554–566.
Wardrop, J. G. (1952). “Some theoretical aspects of road traffic research.” Proc. Inst. Civ. Eng., 1–2, 325–378.

Information & Authors

Information

Published In

Go to Journal of Transportation Engineering
Journal of Transportation Engineering
Volume 139Issue 7July 2013
Pages: 758 - 770

History

Received: Jul 3, 2012
Accepted: Feb 1, 2013
Published online: Jun 14, 2013
Published in print: Jul 1, 2013

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Authors

Affiliations

William H. K. Lam [email protected]
M.ASCE
Chair Professor, Dept. of Civil and Environmental Engineering, Hong Kong Polytechnic Univ., Hung Hom, Kowloon, Hong Kong, China (corresponding author). E-mail: [email protected]
Mei Lam Tam [email protected]
Senior Project Fellow, Dept. of Civil and Environmental Engineering, Hong Kong Polytechnic Univ., Hung Hom, Kowloon, Hong Kong, China. E-mail: [email protected]
Xinqing Cao [email protected]
Research Assistant, Dept. of Civil and Environmental Engineering, Hong Kong Polytechnic Univ., Hung Hom, Kowloon, Hong Kong, China; Postgraduate Student of Cartography & Geographic Information Engineering, Faculty of Earth Sciences, China Univ. of Geosciences, Wuhan 430074, China. E-mail: [email protected]
Xiangmin Li [email protected]
M.Phil. Student, Dept. of Civil and Environmental Engineering, Hong Kong Polytechnic Univ., Hung Hom, Kowloon, Hong Kong, China. E-mail: [email protected]

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