Technical Papers
Feb 25, 2021

Operating Speed Modeling for the Rural Highways Passing through Hilly Terrain

Publication: Journal of Transportation Engineering, Part A: Systems
Volume 147, Issue 5

Abstract

The operating speed model (OSM) is essential for geometric consistency analyses, but the formulation of OSMs for a complicated highway geometry is a challenging task. Highways passing through hilly terrain consist of a few geometric elements that differ from most elements because they are designed to tackle the topographical challenges. The existing practice for the development of OSMs cannot capture such distinctive elements because the data might be significantly biased to the geometric elements constituting the major part of the alignment. This paper aims to develop an OSM considering the interaction between the vehicle and complex highway geometry. The interaction between the vehicle and highway geometry can be captured through proper horizontal curve clustering. This study classifies horizontal curves into eight categories based on the turning direction of the horizontal curves (left and right) and the type of superimposed vertical alignment—hog, sag, upgrade, and downgrade. In this process, it is necessary to consider the bias in the highway geometry data resulting from the clustering. The present study develops the operating speed models considering the selection bias and heteroscedasticity in the data collected from a two-lane undivided rural road passing through hilly terrain. The findings from this study indicate that the consideration of curve clustering and selection bias resulted in improved operating speed models. Gradient at approach tangent (G1), curvature change rate (CCR and CCRS), length of the vertical curve (LV), length of approach and exit tangents (Lat and Let), and the interaction of radius with lane width (R×LW) were found to be significant in the operating speed modeling. The design consistency analysis highlights that there exists a statistically significant difference in the geometric design consistency estimated using the proposed approach compared to the ordinary least-square method.

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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.

References

AASTHO. 2018. A policy on geometric design of highways and streets. 7th ed. Washington, DC: AASTHO.
Abdul-Mawjoud, A. A., and G. G. Sofia. 2008. “Development of models for predicting speed on horizontal curves for two-lane rural highways.” Arab. J. Sci. Eng. 33 (2B): 365–377.
Cafiso, S., A. Di Graziano, G. Di Silvestro, G. La Cava, and B. Persaud. 2010. “Development of comprehensive accident models for two-lane rural highways using exposure, geometry, consistency and context variables.” Accid. Anal. Prev. 42 (4): 1072–1079. https://doi.org/10.1016/j.aap.2009.12.015.
Chatterjee, S., and M. Mächler. 1997. “Robust regression: A weighted least squares approach.” Commun. Stat.- Theory Methods 26 (6): 1381–1394. https://doi.org/10.1080/03610929708831988.
Dell’Acqua, G., F. Russo, and R. Mauro. 2013. “Validation procedure for predictive functions of driver behaviour on two-lane rural roads.” Eur. Transp. 53: 1–13.
Donnell, E., Y. Ni, M. Adolini, and L. Elefteriadou. 2001. “Speed prediction models for trucks on two-lane rural highways.” Transp. Res. Rec. 1751 (1): 44–55. https://doi.org/10.3141/1751-06.
Esposito, T., R. Mauro, F. Russo, and G. Dell’Acqua. 2011. “Speed prediction models for sustainable road safety management.” Procedia Social Behav. Sci. 20: 568–576. https://doi.org/10.1016/j.sbspro.2011.08.063.
Fitzpatrick, K., et al. 2000a. Alternative design consistency rating methods for two-lane rural highways. FHWA-RD-99-172. Mclean, VA: Federal Highway Administration.
Fitzpatrick, K., et al. 2000b. Speed prediction for two-lane rural highways. FHWA-RD-99-171. Mclean, VA: Federal Highway Administration.
Ghosh, P. 2018. Numerical, symbolic and statistical computing for chemical engineers using MATLAB. New Delhi, India: PHI Learning.
Gibreel, G. M., S. M. Easa, and I. A. El-Dimeery. 2001. “Prediction of operating speed on three-dimensional highway alignments.” J. Transp. Eng. 127 (1): 21–30. https://doi.org/10.1061/(ASCE)0733-947X(2001)127:1(21).
Gibreel, G. M., S. M. Easa, Y. Hassan, and I. A. El-Dimeery. 1999. “State of the art of highway geometric design consistency.” J. Transp. Eng. 125 (4): 305–313. https://doi.org/10.1061/(ASCE)0733-947X(1999)125:4(305).
IRC (Indian Roads Congress). 1998. Hill road manual. SP: 48. New Delhi: IRC.
IRC (Indian Roads Congress). 2001. Recommendations about the alignment survey and geometric design of hill roads (Second Rev.). IRC: 52-2001. New Delhi: IRC.
IRC (Indian Roads Congress). 2015. Manual of specifications & standards for two laning of highways with paved shoulder. SP: 73-2015. New Delhi: IRC.
Jacob, A., and M. V. L. R. Anjaneyulu. 2013. “Operating speed of different classes of vehicles at horizontal curves on two-lane rural highways.” J. Transp. Eng. 139 (3): 287–294. https://doi.org/10.1061/(ASCE)TE.1943-5436.0000503.
Jacob, A., and M. V. L. R. Anjaneyulu. 2015. “Geometric design consistency and safety evaluation of combined curves on two-lane rural highways.” In Proc., 3rd Conf. of Transportation Researchers Group of India (CTRG-2015). Bangalore, India: Transport Research Group of India.
Lamm, R., A. Beck, T. Ruscher, and T. Mailaender. 2007. How to make two-lane rural roads safer. Southampton, UK: WIT Press.
Lamm, R., and E. M. Choueiri. 1987. Recommendations for evaluating horizontal design consistency based on investigations in the State of New York., 68–78. Washington, DC: Transportation Research Board.
Lamm, R., E. M. Choueiri, J. C. Hayward, and A. Paluri. 1988. Possible design procedure to promote design consistency in highway geometric design on two-lane rural roads., 111–122. Washington, DC: Transportation Research Board.
Llopis-Castelló, D., B. González-Hernández, A. M. Pérez-Zuriaga, and A. García. 2018. “Speed prediction models for trucks on horizontal curves of two-lane rural roads.” Transp. Res. Rec. 2672 (17): 72–82. https://doi.org/10.1177/0361198118776111.
Maji, A., G. Sil, and A. Tyagi. 2018. “85th and 98th percentile speed prediction models of car, light, and heavy commercial vehicles for four-lane divided rural highways.” J. Transp. Eng., Part A: Syst. 144 (5): 04018009. https://doi.org/10.1061/JTEPBS.0000136.
Mavromatis, S., B. Psarianos, P. Tsekos, G. Kleioutis, and E. Katsanos. 2016. “Investigation of vehicle motion on sharp horizontal curves combined with steep longitudinal grades.” Transp. Lett. 8 (4): 220–228. https://doi.org/10.1080/19427867.2015.1114748.
Misaghi, P., and Y. Hassan. 2005. “Modeling operating speed and speed differential on two-lane rural roads.” J. Transp. Eng. 131 (6): 408–418. https://doi.org/10.1061/(ASCE)0733-947X(2005)131:6(408).
Morris, C. M., and E. T. Donnell. 2014. “Passenger car and truck operating speed models on multilane highways with combinations of horizontal curves and steep grades.” J. Transp. Eng. 140 (11): 04014058. https://doi.org/10.1061/(ASCE)TE.1943-5436.0000715.
Qu, X., S. Wang, and J. Zhang. 2015. “On the fundamental diagram for freeway traffic: A novel calibration approach for single-regime models.” Transp. Res. Part B: Methodol. 73 (Mar): 91–102. https://doi.org/10.1016/j.trb.2015.01.001.
Shallam, R. D. K., S. P. Venthuruthiyil, M. Chunchu, and A. K. Siddagangaiah. 2019. “Empirical analysis of operating speed performance on undivided hilly roads.” J. Transp. Eng., Part A: Syst. 145 (8): 04019034. https://doi.org/10.1061/JTEPBS.0000258.
Shankar, A. R., M. Anjaneyulu, and N. Sowmya. 2013. “Consistency evaluation of horizontal curves on rural highways.” Proc. J. Indian Roads Congr. 73 (4): 91–99.
Wang, X., T. Wang, A. Tarko, and P. J. Tremont. 2015. “The influence of combined alignments on lateral acceleration on mountainous freeways: A driving simulator study.” Accid. Anal. Prev. 76 (Mar): 110–117. https://doi.org/10.1016/j.aap.2015.01.003.
Wooldridge, M. D., K. Fitzpatrick, D. W. Harwood, I. B. Potts, L. Elefteriadou, and J. D. Torbic. 2003. Geometric design consistency on high-speed rural two-lane roadways. Washington, DC: Transportation Research Board.
Zuriaga, A., A. García, F. Torregrosa, and P. D’Attoma. 2010. “Modeling operating speed and deceleration on two-lane rural roads with global positioning system data.” Transp. Res. Rec. 2171 (1): 11–20. https://doi.org/10.3141/2171-02.

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Go to Journal of Transportation Engineering, Part A: Systems
Journal of Transportation Engineering, Part A: Systems
Volume 147Issue 5May 2021

History

Received: Sep 19, 2020
Accepted: Jan 8, 2021
Published online: Feb 25, 2021
Published in print: May 1, 2021
Discussion open until: Jul 25, 2021

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Authors

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R. D. K. Shallam [email protected]
Research Scholar, Dept. of Civil Engineering, Indian Institute of Technology Guwahati, Guwahati, Assam 781039, India. Email: [email protected]
Research Scholar, Dept. of Civil Engineering, Indian Institute of Technology Guwahati, Guwahati, Assam 781039, India (corresponding author). ORCID: https://orcid.org/0000-0002-1977-0561. Email: [email protected]
Professor, Dept. of Civil Engineering, Indian Institute of Technology Guwahati, Guwahati, Assam 781039, India. ORCID: https://orcid.org/0000-0002-9251-5866. Email: [email protected]
Anjan Kumar Siddagangaiah [email protected]
Assistant Professor, Dept. of Civil Engineering, Indian Institute of Technology Guwahati, Guwahati, Assam 781039, India. Email: [email protected]

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