International Journal of Vehicle Autonomous Systems · 2010 · 255 citations · 39 references
ComputingAutomotive EngineeringAutonomous SystemsAutonomous VehiclesPath PlanningVehicle Safety EngineeringModel Predictive ControlNavigation PlanningOptimal ControlTraffic SafetyTrajectory OptimizationVehicle ControlAutonomous Vehicle Path PlanningConstrained ControlConstraint-based Trajectory PlanningHazard AvoidanceSemi-autonomous SystemsTrajectory PlanningVehicle NavigationVehicle Path Planning
This paper formulates the vehicle navigation task as a constrained optimal control problem with constraints bounding a traversable region of the environment. A model predictive controller iteratively plans an optimal vehicle trajectory through the constrained corridor and uses this trajectory to establish the minimum threat posed to the vehicle given its current state and driver inputs. Based on this threat assessment, the level of controller intervention required to prevent departure from the traversable corridor is calculated and driver/controller inputs are scaled accordingly. Simulated and experimental results are presented to demonstrate multiple threat metrics and configurable intervention laws.
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Model predictive control: Theory and practice—A survey
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Engineering, Mechatronics Engineering, Dynamical Systems +11