Continuous Speed Profiles to Investigate Drivers' Behavior on Two-Lane Rural Highways

To improve highway design consistency, several studies developed operating speed prediction models and investigated drivers' speed behavior. Most existing models are based on spot speed data that assume constant operating speed throughout the horizontal curves and occurrence of acceleration and deceleration only on tangents. To overcome limitations associated with existing models, this study investigated continuous speed profiles with an experiment that used a high-fidelity dynamic-driving simulator on a two-lane highway. A piecewise linear regression model and locally weighted regression scatter-plot smoothing were used to remove noise in the data set while preserving underlying patterns and to identify significant changes in the speed profile. Based on the smoothed speed profiles, models to predict operating speed in curves and in tangents, deceleration and acceleration rates to be used in the operating speed profiles, and starting and ending points of constant operating speed in curve were developed. Radius of the curve notably affected not only the operating speed in the curve but also the operating speed of the tangent following the curve: the smaller the radius, the lower the operating speed of the exit tangent. Both acceleration and deceleration rates increased with curvature. This study found that operating speed was not constant along curves. On small radius curves, deceleration ended close to the center of the curve, and acceleration starts, close to the end of the curve. Increasing the curve radius, the end point of deceleration moves toward the curve's beginning, whereas the start of acceleration moves toward the center of the curve.

[1]  Geza Pesti,et al.  Relationship of Design, Operating, and Posted Speeds on Horizontal Curves of Rural Two-Lane Highways in Nebraska , 2002 .

[2]  Raymond A. Krammes,et al.  Preliminary Validation of a Speed-Profile Model for Design Consistency Evaluation , 1996 .

[3]  Thomas J Triggs,et al.  Driving simulator validation for speed research. , 2002, Accident; analysis and prevention.

[4]  Paolo Perco,et al.  Operating Speed-Profile Prediction Model for Two-Lane Rural Roads in the Italian Context , 2007 .

[5]  Grazia La Cava,et al.  Safety Performance Indicators for Local Rural Roads: Comprehensive Procedure from Low-Cost Data Survey to Accident Prediction Model , 2008 .

[6]  S. Ryan,et al.  Defining phases of bedload transport using piecewise regression , 2002 .

[7]  Antonio D’Ambrosio,et al.  Traffic calming along rural highways crossing small urban communities: driving simulator experiment. , 2010, Accident; analysis and prevention.

[8]  R. Krammes,et al.  Speed-Profile Model for a Design-Consistency Evaluation Procedure in the United States , 2000 .

[9]  Alfonso Montella,et al.  A comparative analysis of hotspot identification methods. , 2010, Accident; analysis and prevention.

[11]  Mauro D'Apuzzo,et al.  A New Approach to Assess the Influence of Road Roughness on Driver Speed Behavior Based on Driving Simulator Tests , 2016 .

[12]  Fabrizio D'Amico,et al.  Operating Speed Prediction for Italian Two-Lane Rural Roads Using Speed Profiles from GPS Data , 2013 .

[13]  Vittorio Marzano,et al.  Effects on speed and safety of point-to-point speed enforcement systems: evaluation on the urban motorway A56 Tangenziale di Napoli. , 2015, Accident; analysis and prevention.

[14]  Lily Elefteriadou,et al.  Evaluating Horizontal Alignment Design Consistency of Two-Lane Rural Highways: Development of New Procedure , 2000 .

[15]  A. Montella Safety Evaluation of Curve Delineation Improvements , 2009 .

[16]  Yasser Hassan,et al.  Methodology for Driver Behaviour Data Collection and Analysis for Integration inGeometric Design of Highways , 2010 .

[17]  Alfonso Montella,et al.  Crash Prediction Models for Rural Motorways , 2008 .

[18]  Linda Ng Boyle,et al.  Emerging research methods and their application to road safety. , 2013, Accident; analysis and prevention.

[19]  Yasser Hassan,et al.  Modeling Operating Speed and Speed Differential on Two-Lane Rural Roads , 2005 .

[20]  Antonio D’Ambrosio,et al.  Simulator evaluation of drivers' speed, deceleration and lateral position at rural intersections in relation to different perceptual cues. , 2011, Accident; analysis and prevention.

[21]  Michele Russo,et al.  Tuning and objective performance evaluation of a driving simulator to investigate tyre behaviour in on-centre handling manoeuvres , 2011 .

[22]  Alfonso Montella,et al.  Safety performance functions incorporating design consistency variables. , 2015, Accident; analysis and prevention.

[23]  Ruediger Lamm,et al.  Highway Design and Traffic Safety Engineering Handbook , 1999 .

[24]  Mohamed Abdel-Aty,et al.  Validating a driving simulator using surrogate safety measures. , 2008, Accident; analysis and prevention.

[25]  Eric T. Donnell,et al.  Models of acceleration and deceleration rates on a complex two-lane rural highway: Results from a nighttime driving experiment , 2010 .

[26]  Alberto M. Figueroa Medina,et al.  Speed Changes in the Vicinity of Horizontal Curves on Two-Lane Rural Roads , 2007 .

[27]  Alfonso Montella,et al.  Prediction of Drivers’ Speed Behavior on Rural Motorways Based on an Instrumented Vehicle Study , 2014 .

[28]  Birgit Strikholm,et al.  Determining the number of breaks in a piecewise linear regression model using multiple smooth transition regression , 2006 .

[29]  W. Cleveland,et al.  Locally Weighted Regression: An Approach to Regression Analysis by Local Fitting , 1988 .

[30]  Francesco Bella,et al.  Driving simulation for design consistency , 2010 .

[31]  Bin Nie,et al.  Modeling Driver Speed Behavior on Horizontal Curves of Different Road Classifications , 2007 .

[32]  G. B. Khaskheli,et al.  Estimation of operating speed on two lane two way roads along N-65 (SIBI -Quetta) , 2012 .

[33]  Alfonso Montella,et al.  Effects of Traffic Control Devices on Rural Curve Driving Behavior , 2015 .

[34]  Salvatore Cafiso,et al.  Safety Index for Evaluation of Two-Lane Rural Highways , 2007 .

[35]  K. M. Bauer,et al.  Relationship to Safety of Geometric Design Consistency Measures for Rural Two-Lane Highways , 1999 .

[36]  Antonio D’Ambrosio,et al.  Perceptual Measures to Influence Operating Speeds and Reduce Crashes at Rural Intersections: Driving Simulator Experiment , 2010 .

[37]  Kay Fitzpatrick,et al.  Speed-Profile Model for Two-Lane Rural Highways , 2000 .

[38]  Tao Chen,et al.  A Review of Prediction Models on Operating Speed for Highways , 2010 .

[39]  Tarek Sayed,et al.  Quantitative Evaluation of Highway Safety Performance Based on Design Consistency , 2006 .

[40]  Alfredo Garcia,et al.  Study of Tangent-to-Curve Transition on Two-Lane Rural Roads with Continuous Speed Profiles , 2011 .

[41]  Alfonso Montella Safety reviews of existing roads: Quantitative safety assessment methodology , 2005 .