Prediction of Drivers’ Speed Behavior on Rural Motorways Based on an Instrumented Vehicle Study

Several studies have developed operating speed prediction models. Most of the models are based on spot speed data, collected by radar guns, pavement sensors, and similar mechanisms. Unfortunately, these data collection methods force the users to assume some invalid assumptions in driver behavior modeling: constant operating speed throughout horizontal curves and occurrence of acceleration and deceleration only on tangents. In this study, an instrumented vehicle with GPS continuous speed tracking was used to analyze driver behavior in terms of speed choice and deceleration or acceleration performance and to develop operating speed prediction models. The data used in the study were from a field experiment conducted in Italy on the rural motorway A16 (Naples–Avellino). Models were developed to predict operating speed in curves and tangents, deceleration and acceleration rates to be used in the operating speed profiles, starting and ending points of constant operating speed in a curve, 85th percentile of the deceleration and acceleration rates of individual drivers, and 85th percentile of the individual drivers’ maximum speed reduction in the tangent-to-curve transition. The study results showed that (a) the drivers’ speed was not constant along curves, (b) the individual drivers’ maximum speed reduction was greater than the operating speed difference in the tangent-to-curve transition, and (c) the deceleration and acceleration rates experienced by individual drivers were greater than the deceleration and acceleration rates used to draw operating speed profiles.

[1]  Michael G. Lenné The contribution of on-road studies of road user behaviour to improving road safety. , 2013, Accident; analysis and prevention.

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

[3]  Marco Bassani,et al.  Indagine Sperimentale sul Legame Esistente tra Velocità di Progetto, Velocità Operativa e Limite di Velocità nella Viabilità Extraurbana , 2006 .

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

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

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

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

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

[9]  Young-Jin Park,et al.  Evaluating speed consistency between successive elements of a two-lane rural highway , 2006 .

[10]  Lily Elefteriadou,et al.  SPEED PREDICTION FOR TWO-LANE RURAL HIGHWAYS , 2000 .

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

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

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

[14]  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.

[15]  Maria Castro,et al.  Operating Speed and Speed Differential for Highway Design Consistency , 2011 .

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

[17]  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 .

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

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

[20]  Nikiforos Stamatiadis,et al.  Operating Speed Prediction Models for Horizontal Curves on Rural Four-Lane Highways , 2008 .

[21]  Samuel G Charlton,et al.  The role of attention in horizontal curves: a comparison of advance warning, delineation, and road marking treatments. , 2007, Accident; analysis and prevention.

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

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

[24]  Francisco J Camacho-Torregrosa,et al.  New geometric design consistency model based on operating speed profiles for road safety evaluation. , 2013, Accident; analysis and prevention.

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

[26]  Michael Levasseur,et al.  Expanded operating speed model , 2014 .

[27]  Intan Rohani Endut,et al.  Exploration of 85th percentile operating speed model on horizontal curve: A case study for two-lane rural highways , 2011 .

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

[29]  Alfonso Montella,et al.  Evaluation of Driving Behaviour on Horizontal Curves of Two-Lane Rural Highways: Driving Simulator Experiment , 2013 .

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

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

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

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

[34]  Alfredo Garcia,et al.  Modeling Operating Speed and Deceleration on Two-Lane Rural Roads with Global Positioning System Data , 2010 .