Title :
Collision avoidance at intersections: A probabilistic threat-assessment and decision-making system for safety interventions
Author :
de Campos, Gabriel R. ; Runarsson, Adam H. ; Granum, Fredrik ; Falcone, Paolo ; Alenljung, Klas
Author_Institution :
Dept. of Signals & Syst., Chalmers Univ. of Technol., Goteborg, Sweden
Abstract :
Road intersections are among the most complex and accident-prone elements of modern traffic networks. Thus, new safety systems have to cope with highly complex traffic scenarios where the behavior of the different road users is difficult to predict. Sensing the surrounding environment and assessing possible threats therefore remain challenging problems. This paper provides a novel, efficient active-safety system for frontal collisions detection and prevention/mitigation. More precisely, we provide: (i) a probabilistic motion prediction algorithm based on an unscented Kalman filter; (ii) a probabilistic threat assessment method based on vectors defined by reference points on the vehicles´ structure; (iii) a reachability-based decision-making protocol enabling an emergency intervention. Simulation results, based on realistic data obtained specifically for this scenario, are also presented showing the efficiency and the potential of the proposed solution.
Keywords :
Kalman filters; collision avoidance; decision making; emergency management; nonlinear filters; probability; road safety; road traffic control; accident-prone elements; active-safety system; collision avoidance; decision-making system; emergency intervention; frontal collisions detection; modern traffic networks; probabilistic motion prediction algorithm; probabilistic threat assessment method; reachability-based decision-making protocol; road intersections; road users; safety interventions; unscented Kalman filter; Acceleration; Collision avoidance; Decision making; Prediction algorithms; Probabilistic logic; Safety; Vehicles;
Conference_Titel :
Intelligent Transportation Systems (ITSC), 2014 IEEE 17th International Conference on
Conference_Location :
Qingdao
DOI :
10.1109/ITSC.2014.6957763