2013 · 81 citations · 12 references
EngineeringAutomotive EngineeringAutonomous SystemsAutonomous VehiclesOptimizationPath PlanningCollision AvoidanceIntelligent Transportation SystemsModel Predictive ControlOptimal ControlVehicle ControlVehicle Control SystemsAutonomous Collision AvoidanceDecentralized Model Predictive ControlIntersection Collision AvoidanceLinear ConstraintsLinear Cost FunctionsLinear-quadratic ControlModel Predictive Collision AvoidanceModel Predictive Control For Collision Avoidance
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.
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Constrained model predictive control: Stability and optimality
D.Q. Mayne, James B. Rawlings, Christopher V. Rao et al. · Automatica · 2000 · 8.5K citations
Model predictive control: Theory and practice—A survey
Carlos E. García, David M. Prett, Manfred Morari · Automatica · 1989 · 5.3K citations
Sebastian Thrun · Communications of the ACM · 2010 · 222 citations
Engineering, Automotive Engineering, Robotics Engineering +9