Decision-making Strategies for Automated Driving in Urban Environments
Antonio Artuñedo
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Springer International Publishing
Naturwissenschaften, Medizin, Informatik, Technik / Elektronik, Elektrotechnik, Nachrichtentechnik
Beschreibung
This book describes an effective decision-making and planning architecture for enhancing the navigation capabilities of automated vehicles in the presence of non-detailed, open-source maps. The system involves dynamically obtaining road corridors from map information and utilizing a camera-based lane detection system to update and enhance the navigable space in order to address the issues of intrinsic uncertainty and low-fidelity. An efficient and human-like local planner then determines, within a probabilistic framework, a safe motion trajectory, ensuring the continuity of the path curvature and limiting longitudinal and lateral accelerations. LiDAR-based perception is then used to identify the driving scenario, and subsequently re-plan the trajectory, leading in some cases to adjustment of the high-level route to reach the given destination. The method has been validated through extensive theoretical and experimental analyses, which are reported here in detail.
Kundenbewertungen
Optimal Path Planning, Risk Estimation Algorithms, Trajectory Planning in Dynamic Environment, Obstacle Avoidance Motion Planning, Optimal Motion Planning, Dynamic and Uncertain Environments, OSM-based Navigation, Trajectory Optimization Algorithm, LiDAR-based Perception, Global Planning Capabilities, Local Planning Capabilities, Autonomous Driving Navigation, Urban Automated Driving, Motion Planning, Self-generated Driving Corridors, Automatic Road Corridor Generation Algorithm, Routing and Planning Architecture, AUTOPIA Architecture, Inverse Perspective Mapping, Vision-based Road Corridor Adaptation Algorithm