DocumentCode
679330
Title
Model predictive coordination of autonomous vehicles crossing intersections
Author
Makarem, Laleh ; Gillet, Denis
Author_Institution
Real-time Coordination & Distrib. Interaction Syst. Group (REACT), Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland
fYear
2013
fDate
6-9 Oct. 2013
Firstpage
1799
Lastpage
1804
Abstract
This paper presents a decentralized model predictive control approach for the coordination of autonomous vehicles at intersections. A linear quadratic optimal controller is introduced for each vehicle with predefined path, in order to minimize energy as well as to pass intersection smoothly. We guarantee collision avoidance by adding linear constraints to the optimization problem. We apply the so-called soft constraints for the collision avoidance problem to reduce the computation time in order to be able to run the simulations in real-time. In addition, the method can take into account crossing of vehicles in platoons by extending the linear quadratic cost functions.
Keywords
collision avoidance; decentralised control; linear quadratic control; mobile robots; optimisation; predictive control; road vehicles; autonomous vehicles crossing intersection; collision avoidance; decentralized model predictive control approach; energy minimization; linear constraints; linear quadratic cost functions; linear quadratic optimal controller; model predictive coordination; optimization problem; soft constraints; Acceleration; Collision avoidance; Cost function; Mobile robots; Vehicle dynamics; Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Transportation Systems - (ITSC), 2013 16th International IEEE Conference on
Conference_Location
The Hague
Type
conf
DOI
10.1109/ITSC.2013.6728489
Filename
6728489
Link To Document