Journal of Transportation Research

Journal of Transportation Research

Analysis of Factors Affecting Operating Speed on Urban and Intercity Roads (Case Study: Lorestan Province)

Document Type : Original Article

Authors
1 Associate Professor, Department of Civil Engineering, Sava.C., Islamic Azad University, Savadkooh, Iran.
2 Ph.D. Graduate, Department of Civil Engineering, Am.C., Islamic Azad University, Amol, Iran.
3 M.Sc., Grad., Department of Civil Engineering, Za.C., Islamic Azad University, Zanjan, Iran.
4 Assistant Professor, Department of Civil Engineering, Za.C., Islamic Azad University, Zanjan, Iran.
10.22034/tri.2026.561711.3407
Abstract
Traffic safety remains a major challenge in transportation engineering, and vehicle speed is a key factor influencing both the occurrence and severity of crashes. Drivers’ speed behavior is affected by environmental conditions and roadway geometry. This study aims to analyze operating speed and its influencing factors on four-lane rural highways in Lorestan Province. Free-flow speed data were collected covertly, and geometric characteristics were obtained through field surveys. A total of 201 segments, including tangent and curve sections, were identified, and the free-flow speed of 100 passenger cars was recorded for each segment, resulting in 20,100 valid observations. Multiple linear regression was used to model operating speed. The novelty of this study lies in its empirical assessment of drivers’ compliance with various posted speed limits and the comparison of speed behavior between tangent and curved sections—an aspect rarely addressed in previous domestic and international studies. Results showed that compliance was observed only at posted limits of 110 km/h and 95 km/h, while decreasing the speed limit increased the gap between operating and posted speeds by up to 2.2 times on tangents and 2 times on curves. On tangents, the 85th-percentile speed of the preceding curve had the strongest positive effect (β = 0.55), whereas upgrades reduced speed by an average of 25.8 km/h and edge line markings increased speed by 3.7 km/h. On horizontal curves, the preceding tangent’s 85th-percentile speed (β = 0.63) was the most influential factor, and each 100-m increase in curve radius raised speed by 1.2 km/h. Upgrades reduced curve speeds by 3.96 km/h. The coefficient of determination was 0.721 for tangents and 0.786 for curves, indicating good predictive performance. Findings highlight the need for consistent geometric design, targeted traffic-calming measures, and enhanced intelligent control systems to manage speeding and improve rural highway safety.
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-Akbari Gheibi, R., & Nazarian, P. (2020). Examining the impact of speed enforcement cameras on reducing road accidents and speeding violations: A case study of Zanjan-Qazvin freeway. In International Conference on Civil Engineering, Architecture, Development, and Urban Infrastructure Regeneration in Iran, Tehran, Iran.
-Ameri, M., & Gorji, M. (2017). The role of speed enforcement cameras in reducing crash severity. In 1st National Conference on Road and Transportation Engineering, Rasht, Iran.
-Amouzadeh Omrani, M., Tahmoursi, G., & Ghazanfari Tehran, A. (2023). Analysis and Comparison of Critical Pedestrian Crossing Time at Intersections Adjacent to Holy Places and other Places. Quarterly Journal of Transportation Engineering, 14(3), 2751-2773.doi:10.22119/jte.2022.338084.2596
 -Amouzadeh, O. M., AkbariGheibi, R., Hefzollah, R., & Zeynalzadeh, M. (2022). Investigating the effect of increasing the number of vehicles on accidents related to unauthorized distance and speed violations (case study: Bushehr-Borazjan highway). doi: 10.22034/road.2021.274055.1937
-AmouzadehOmrani, M., Hadizadeh, E., & Hajimirzajan, A. (2024). Investigating the causes and factors of railway accidents caused by the escape of a train carrying dangerous goods and its role in the Khayyam station accident. Road, 32(118), 75-90.doi: 10.22034/road.2023.359722.2082 
-Das, S., Khodadadi, A., & Liu, J. (2024). Short-Duration Crash Modeling to Understand the Impact of Operating Speed on Freeway Crashes During COVID-19. Transportation Research Record, 2678(12), 632-642.
 -Datta, S. (2025). Modeling operating speed of mixed vehicular classes at horizontal curves on two-lane undivided rural highways. Discover Civil Engineering, 2(1).
-Imprialou, M. I. M., Quddus, M., Pitfield, D. E., & Lord, D. (2016). Re-visiting crash–speed relationships: A new perspective in crash modelling. Accident Analysis & Prevention, 86, 173-185. doi.org/10.1016/j.aap.2015.10.001
-jahandideh,Z.­, Mirbaha,B. & Rassafi,A. A. (2017). Modeling Crossing Pedestrians Risk Intensity Based on Mixed Index Ranking: Selected Time to Collision and Speed of Approaching Vehicle (A Case Study of Qazvin City). Quarterly Journal of Transportation Engineering, 9(2), 277-294.dor.isc.ac/dor/20.1001.1.20086598.1396.9.2.9.7
-Kardani-Yazd, N., Kardani-Yazd, N., & Mansouri Daneshvar, M. R. (2019). A rapid method for evaluating the variables affecting traffic flow in a touristic road, Iran. Environmental Systems Research, 8(1), 34.doi.org/10.1186/s40068-019-0162-0
-Maljković, B., & Cvitanić, D. (2016). Evaluation of design consistency on horizontal curves for two-lane state roads in terms of vehicle path radius and speed. The Baltic Journal of Road and Bridge Engineering, 11(2), 127-135.
-Pourbagher, M., Salehpour, A., & Divandari, H. (2019). Developing a model for the impact of vehicle speed on crash severity on rural highways: A case study of Chalus-Salman Shahr. In 6th National Conference on Applied Research in Civil Engineering, Architecture, and Urban Management, Tehran, Iran.
-Ranjbar, M., Kashani, A. T., Besharati, M. M., Bondarabadi, M. A., Zakeri, H., Hosseinizadeh, S., ... & Shuey, R. (2022). Road safety case studies adopting a safe system approach to determine safer speed limits: A case study from Iran. Journal of Road Safety, 33(1), 30-35.
-Sakhravi, M., & Zorbakhsh, M. (2018). Probabilistic modeling of crash frequency based on average speed and prioritization of road types in terms of crash cost. In International Conference on Civil Engineering, Architecture, and Urban Development Management in Iran, Tehran, Iran.
-Šeporaitis, A., Vorobjovas, V., & Vaitkus, A. (2020). Influence of horizontal curve radius on driving speed on rural roads. Baltic Journal of Road and Bridge Engineering, 15(2), 140–150.
-Shams, M., Maleki, M., Shariatinia, S., Omidimorad, A., Zakeri, H., Fallah Zavareh, M., Hamelmann, C., Shuey, R., & Ranjbar, M. (2022). Insights for speed management among Iranian drivers: a social marketing formative research study. Journal of Injury and Violence Research, 14(3), 199-200.
-Tokalli Kashani, A., Mirhashemi, A., & Amirifar, S. (2021). Examining the effect of environmental conditions and accidents on crash severity due to speeding in Mashhad city. In 8th National Conference on Applied Research in Civil Engineering, Architecture, and Urban Management, Tehran, Iran.
-Torrão, G. (2022). Speed related variables for crash injury risk analysis: what has been used?. International Journal of Crashworthiness, 27(5), 1560-1567.
-Tottadi, K. K., & Mehar, A. (2024). Estimating Operating Speed on Highways using Multiple Linear Regression and Artificial Neural Network Technique. Transactions on Transport Sciences, 15(2). doi.org/10.5507/tots.2024.001
-Williams, N. (1989). Linear regression (Gh. Tarmest, Trans.). Ahvaz, Iran: Jahad Daneshgahi, Shahid Chamran University.