IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans · 1999 · 75 citations · 5 references
EngineeringAutomotive EngineeringAutonomous SystemsAutonomous VehiclesPath PlanningVehicle DynamicsCollision AvoidanceIntelligent Transportation SystemsStochastic ControlStochastic Systems ModelingVehicle ControlVehicle Control SystemsAutomata LearningAutonomous Vehicle ControlAutonomous Vehicle Path PlanningIntelligent ControlLearning-based ControlLongitudinal ControlVehicle Path FollowingVehicle Path Planning
This paper suggests an intelligent controller for an automated vehicle planning its own trajectory based on sensor and communication data. The intelligent controller is designed using the learning stochastic automata theory. Using the data received from on-board sensors, two automata (one for lateral actions, one for longitudinal actions) can learn the best possible action to avoid collisions. The system has the advantage of being able to work in unmodeled stochastic environments, unlike adaptive control methods or expert systems. Simulations for simultaneous lateral and longitudinal control of a vehicle provide encouraging results.
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Kai Nagel, Steen Rasmussen · The MIT Press eBooks · 1994 · 72 citations · Full text