Modeling Two-Lane Highway Passing-Related Crashes Using Mixed Ordinal Probit Regression
Publication: Journal of Transportation Engineering, Part A: Systems
Volume 146, Issue 9
Abstract
One of the crucial areas in road safety is that of passing-related crashes on two-lane highways. Studies have shown that passing-related crashes that occurred due to inadequate passing sight distances were uncommon, indicating that the Manual on Uniform Traffic Control Devices constitutes safe designs. However, a proportion of such crashes were severe. Past research was conducted to assess passing sight distances and passing maneuvers. Yet, modeling passing-related crashes by type while considering unobserved heterogeneities, particularly of data that could not be collected such as driver aggressiveness, was not implemented. In this research, the severities of single- and multiple-vehicle passing-related crashes on two-lane highways were modeled using the mixed ordinal probit structure. As per the results of this research, insights were attained regarding the impacts of loss-of-control single-vehicle crashes, rollover single-vehicle crashes, single-motorcycle crashes, weather conditions, opposite-direction multiple-vehicle crashes, multiple-vehicle crashes involving motorcycles, high traffic volumes, and seatbelt use on the risk of sustaining severe injuries. Finally, passing-related crash countermeasures were suggested.
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 used during the study were provided by a third party. That is, the CARE package data were provided by WYDOT. Direct requests for these materials may be made to the provider as indicated in the Acknowledgments.
Acknowledgments
The authors would like to acknowledge that this work was part of project #RS02219, funded by WYDOT. In addition, the Federal Highway Administration provided matching funds for this study through the Mountain-Plains Consortium (MPC), Grant No. 69A3551747108 (FAST Act). The subject matter and all figures, tables, and equations not previously copyrighted by outside sources are copyrighted by WYDOT, the State of Wyoming, MPC, and the University of Wyoming. © 2020, all rights reserved,.
References
AASHTO. 2004. A policy on geometric design of highways and streets. 5th ed. Washington, DC: AASHTO.
Bhat, C. 2003. “Simulation estimation of mixed discrete choice models using randomized and scrambled Halton sequences.” Transp. Res. Part B: Methodol. 37 (9): 837–855. https://doi.org/10.1016/S0191-2615(02)00090-5.
Das, S., L. Minjares-Kyle, R. Avelar, K. Dixon, and B. Bommanayakanahalli. 2017. “Improper passing related crashes on rural roadways: Using association rules negative binomial miner.” In Proc., 96th Annual Meeting of the Transportation Research Board. Washington, DC: Transportation Research Board.
Eluru, N., C. Bhat, and D. Hensher. 2008. “A mixed generalized ordered response model for examining pedestrian and bicyclist injury severity level in traffic crashes.” Accid. Anal. Prev. 40 (3): 1033–1054. https://doi.org/10.1016/j.aap.2007.11.010.
Farah, H., and T. Toledo. 2010. “Passing behavior on two-lane highways.” Transp. Res. Part F: Psychol. Behav. 13 (6): 355–364. https://doi.org/10.1016/j.trf.2010.07.003.
FHWA (Federal Highway Administration). 1994. The magnitude and severity of passing accidents on two-lane rural roads: Publication FHWA-RD-94-068. Washington, DC: FHWA, USDOT.
FHWA (Federal Highway Administration). 2003. Manual on uniform traffic control devices for streets and highways. Washington, DC: FHWA, USDOT.
Forbes, G. 1990. “The origin of minimum passing sight distances for no-passing zones.” Inst. Transp. Eng. J. 60 (12): 20–24.
Gårder, P. 2006. “Segment characteristics and severity of head-on crashes on two-lane rural highways in Maine.” Accid. Anal. Prev. 38 (4): 652–661. https://doi.org/10.1016/j.aap.2005.12.009.
Glennon, J. 1988. “New and improved model of passing sight distance on two-lane highways.” Transp. Res. Rec. 1195: 132–137.
Harwood, D., D. Gilmore, K. Richard, J. Dunn, and C. Sun. 2008. National cooperative highway research program report 605: Passing sight distance criteria. Washington, DC: Transportation Research Board. https://doi.org/10.17226/23278.
Harwood, D., and J. Glennon. 1976. “Framework for design and operation of passing zones on two-lane highways.” Transp. Res. Rec. 601: 45–50.
Harwood, D., and J. Glennon. 1989. “Passing sight distance design for passenger cars and trucks.” Transp. Res. Rec. 1208: 59–69.
Hassan, Y., S. M. Easa, and A. A. El Halim. 1996. “Passing sight distance on two-lane highways: Review and revision.” Transp. Res. Part A: Policy Pract. 30 (6): 453–469. https://doi.org/10.1016/0965-8564(95)00032-1.
Lieberman, E. 1982. “Model for calculating safe passing sight distance on two-lane rural roads.” Transp. Res. Rec. 869: 70–76.
Llorca, C., A. Moreno, T. Sayed, and A. García. 2014. “Sight distance standards based on observational data risk evaluation of passing.” Transp. Res. Rec. 2404 (1): 18–26. https://doi.org/10.3141/2404-03.
Ma, J., K. Kockelman, and P. Damien. 2008. “A multivariate Poisson-lognormal regression model for prediction of crash counts by severity, using Bayesian methods.” Accid. Anal. Prev. 40 (3): 964–975. https://doi.org/10.1016/j.aap.2007.11.002.
Mannering, F., V. Shankar, and C. Bhat. 2016. “Unobserved heterogeneity and the statistical analysis of highway accident data.” Anal. Methods Accid. Res. 11 (Sep): 1–16. https://doi.org/10.1016/j.amar.2016.04.001.
Mwesige, G., H. Farah, U. Bagampadde, and H. Koutsopoulos. 2017. “Effect of passing zone length on operation and safety of two-lane rural highways in Uganda.” IATSS Res. 41 (1): 38–46. https://doi.org/10.1016/j.iatssr.2016.09.001.
Ohene, F., and S. Ardekani. 1988. “Minimum passing sight distance for completing or aborting the passing maneuver.” Inst. Transp. Eng. J. 58 (7): 29–33.
Rilett, L., B. Hutchinson, and M. Whitney. 1990. “Mechanics of the passing maneuver and the impact of large trucks.” Transp. Res. Part A: Policy Pract. 24 (2): 121–128. https://doi.org/10.1016/0191-2607(90)90019-3.
Saito, M. 1984. “Evaluation of the adequacy of the MUTCD minimum passing sight distance requirement for aborting the passing maneuver.” Inst. Transp. Eng. J. 54 (1): 18–22.
Train, K. 2003. Discrete choice methods with simulation. Cambridge, UK: Cambridge University Press.
Van Valkenburg, G., and H. Michael. 1971. Criteria for no-passing zones. Rep. No. FHWA/IN/JHRP-71/03. West Lafayette, IN: Joint Highway Research Project, Indiana DOT and Purdue Univ.
Wang, Y., and M. Cartmell. 1998. “New model for passing sight distance on two-lane highways.” J. Transp. Eng. 124 (6): 536–545. https://doi.org/10.1061/(ASCE)0733-947X(1998)124:6(536).
Waseem, M., A. Ahmed, and T. Saeed. 2019. “Factors affecting motorcyclists’ injury severities: An empirical assessment using random parameters logit model with heterogeneity in means and variances.” Accid. Anal. Prev. 123 (Feb): 12–19. https://doi.org/10.1016/j.aap.2018.10.022.
Weaver, G., and J. Glennon. 1972. “Design and striping for safe passing operations.” Highway Res. Rec. 390: 36–39.
Wu, Q., F. Chen, G. Zhang, X. Liu, H. Wang, and S. Bogus. 2014. “Mixed logit model-based driver injury severity investigations in single- and multi-vehicle crashes on rural two-lane highways.” Accid. Anal. Prev. 72 (Nov): 105–115. https://doi.org/10.1016/j.aap.2014.06.014.
Yasmin, S., N. Eluru, and A. Pinjari. 2015. “Analyzing the continuum of fatal crashes: A generalized ordered approach.” Anal. Methods Accid. Res. 7 (Jul): 1–15. https://doi.org/10.1016/j.amar.2015.03.001.
Information & Authors
Information
Published In
Copyright
©2020 American Society of Civil Engineers.
History
Received: May 23, 2019
Accepted: May 5, 2020
Published online: Jun 30, 2020
Published in print: Sep 1, 2020
Discussion open until: Nov 30, 2020
Authors
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.