Research Article

Predicting Critical Bicycle-Vehicle Conflicts at Signalized Intersections

Table 4

Prediction model features.

FeaturesDescription

VelocityVelocity computed for interacting vehicle and bicycle at every frame
AccelerationAcceleration computed for interacting vehicle and bicycle at every frame
Relative distanceThe Euclidean distance between interacting vehicle and bicycle in the same frame
Relative velocityRate of change of relative distance computed at every frame
TTXavgMean of TTX1 and TTX2
RTTCAbsolute difference between TTX1 and TTX2
T2T2 is defined as the maximum value of TTX1 and TTX2
Direction of conflict1: if the angle between two road users is between 0°and 15°, and 0: otherwise
1 indicates a rear-end type of near-crash. Otherwise, it could be sideswipe, lane changing, or other types of near-crashes
Distance to conflict pointDistance from the current road-user location and the predicted TIP