Are signalized intersections with cycle tracks safer? A case-control study based on automated surrogate safety analysis using video data.

Cities in North America have been building bicycle infrastructure, in particular cycle tracks, with the intention of promoting urban cycling and improving cyclist safety. These facilities have been built and expanded but very little research has been done to investigate the safety impacts of cycle tracks, in particular at intersections, where cyclists interact with turning motor-vehicles. Some safety research has looked at injury data and most have reached the conclusion that cycle tracks have positive effects of cyclist safety. The objective of this work is to investigate the safety effects of cycle tracks at signalized intersections using a case-control study. For this purpose, a video-based method is proposed for analyzing the post-encroachment time as a surrogate measure of the severity of the interactions between cyclists and turning vehicles travelling in the same direction. Using the city of Montreal as the case study, a sample of intersections with and without cycle tracks on the right and left sides of the road were carefully selected accounting for intersection geometry and traffic volumes. More than 90h of video were collected from 23 intersections and processed to obtain cyclist and motor-vehicle trajectories and interactions. After cyclist and motor-vehicle interactions were defined, ordered logit models with random effects were developed to evaluate the safety effects of cycle tracks at intersections. Based on the extracted data from the recorded videos, it was found that intersection approaches with cycle tracks on the right are safer than intersection approaches with no cycle track. However, intersections with cycle tracks on the left compared to no cycle tracks seem to be significantly safer. Results also identify that the likelihood of a cyclist being involved in a dangerous interaction increases with increasing turning vehicle flow and decreases as the size of the cyclist group arriving at the intersection increases. The results highlight the important role of cycle tracks and the factors that increase or decrease cyclist safety. Results need however to be confirmed using longer periods of video data.

[1]  Nicolas Saunier,et al.  Video-Based Automatic Counting for Short-Term Bicycle Data Collection in a Variety of Environments , 2015 .

[2]  Lars Leden,et al.  Measuring the Safety Effect of Raised Bicycle Crossings Using a New Research Methodology , 1998 .

[3]  C. Hydén,et al.  Evaluation of traffic safety, based on micro-level behavioural data: theoretical framework and first implementation. , 2010, Accident; analysis and prevention.

[4]  Søren Underlien Jensen,et al.  Safety effects of blue cycle crossings: a before-after study. , 2008, Accident; analysis and prevention.

[5]  Nicolas Saunier,et al.  Automated Classification in Traffic Video at Intersections with Heavy Pedestrian and Bicycle Traffic , 2014 .

[6]  Håkan Ardö,et al.  Application of automated video analysis for behavioural studies: concept and experience , 2009 .

[7]  Nicolas Saunier,et al.  Automated classification based on video data at intersections with heavy pedestrian and bicycle traffic: Methodology and application , 2015 .

[8]  M. Harris,et al.  Impact of Transportation Infrastructure on Bicycling Injuries and Crashes : a Review of the Literature , 2009 .

[9]  Yasser Hassan,et al.  Automated measuring of cyclist – motor vehicle post encroachment time at signalized intersections , 2014 .

[10]  Nicolas Saunier,et al.  Large-scale automated proactive road safety analysis using video data , 2015 .

[11]  Søren Underlien Jensen,et al.  Bicycle Tracks and Lanes: a Before-After Study , 2008 .

[12]  Luis F. Miranda-Moreno,et al.  Disaggregate Exposure Measures and Injury Frequency Models of Cyclist Safety at Signalized Intersections , 2011 .

[13]  Raghavan Srinivasan,et al.  Evaluating the safety effects of bicycle lanes in New York City. , 2012, American journal of public health.

[14]  Jennifer Dill,et al.  Evaluation of bike boxes at signalized intersections. , 2012, Accident; analysis and prevention.

[15]  L. Miranda-Moreno,et al.  Cyclist activity and injury risk analysis at signalized intersections: a Bayesian modelling approach. , 2013, Accident; analysis and prevention.

[16]  Peter A Cripton,et al.  Route infrastructure and the risk of injuries to bicyclists: a case-crossover study. , 2012, American journal of public health.

[17]  Nicolas Saunier,et al.  Performance Evaluation and Error Segregation of Video-Collected Traffic Speed Data , 2014 .

[18]  L Leden,et al.  Safety implications of bicycle paths at signalized intersections. , 1994, Accident; analysis and prevention.

[19]  Tarek Sayed,et al.  Automated Safety Diagnosis of Vehicle–Bicycle Interactions Using Computer Vision Analysis , 2013 .

[20]  Robert Crouchley,et al.  A Random-Effects Model for Ordered Categorical Data , 1995 .

[21]  Larry Head,et al.  Surrogate Safety Measures from Traffic Simulation Models , 2003 .

[22]  P. Jacobsen Safety in numbers: more walkers and bicyclists, safer walking and bicycling , 2003, Injury prevention : journal of the International Society for Child and Adolescent Injury Prevention.

[23]  Tarek Sayed,et al.  A feature-based tracking algorithm for vehicles in intersections , 2006, The 3rd Canadian Conference on Computer and Robot Vision (CRV'06).

[24]  Fridulv Sagberg,et al.  Reduction in car-bicycle conflict at a road-cycle path intersection: Evidence of road user adaptation? , 2011 .

[25]  Jack T Dennerlein,et al.  Risk of injury for bicycling on cycle tracks versus in the street , 2011, Injury Prevention.

[26]  Nicolas Saunier,et al.  Pedestrian-cyclist Interactions at Bus Stops along Segregated Bike Paths: A Case Study of Montreal , 2014 .

[27]  Yinhai Wang,et al.  Estimating the risk of collisions between bicycles and motor vehicles at signalized intersections. , 2004, Accident; analysis and prevention.

[28]  Anne C. Lusk,et al.  Bicycle Facilities That Address Safety, Crime, and Economic Development: Perceptions from Morelia, Mexico , 2017, International journal of environmental research and public health.

[29]  Luis F Miranda-Moreno,et al.  Mapping cyclist activity and injury risk in a network combining smartphone GPS data and bicycle counts. , 2015, Accident; analysis and prevention.

[30]  Nicolas Saunier,et al.  Motion Prediction Methods for Surrogate Safety Analysis , 2013 .

[31]  Michelle DeRobertis,et al.  The safety of urban cycle tracks: a review of the literature. , 2013, Accident; analysis and prevention.

[32]  Nicolas Saunier,et al.  Impact of Bicycle Boxes on Safety of Cyclists:A Case Study in Montreal , 2013 .

[33]  Lisa Sakshaug,et al.  Cyclists in roundabouts--different design solutions. , 2010, Accident; analysis and prevention.

[34]  Katja Vogel,et al.  A comparison of headway and time to collision as safety indicators. , 2003, Accident; analysis and prevention.