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A Nonlinear Model-Predictive Contouring Controller for Shared Control Driving Assistance in High-Performance Scenarios

Enrico Picotti, Mattia Bruschetta, Enrico Mion, Alessandro Beghi

2022IEEE Transactions on Systems Man and Cybernetics Systems23 citationsDOIOpen Access PDF

Abstract

An increasing number of vehicles today are equipped with advanced driver-assistance systems that provide humans involved in the driving tasks with continuous and active support. State-of-the-art implementations of these systems frequently rely on an underlying vehicle controller based on the model-predictive control strategy. In this article, we propose a nonlinear model-predictive contouring controller for a driving assistance system in high-performance scenarios. The design follows specific features to ensure the effectiveness of the interaction, namely, adaptability with respect to the current vehicle state, high-performance driving capabilities, and tunability of the assistance system. First, the control algorithm performance is evaluated offline and compared with a commercial lap-time minimizer, then experimental implementation of the assistance system with the human driver (HD) in the loop has been accomplished on a professional dynamic driving simulator, where an evaluation of the specific features has been performed: 1) a gg-bound is exploited to adapt the controller’s behavior to different driver abilities; 2) the controller’s adaptability to unexpected HD behavior is tested; and 3) the controller’s ability to handle the vehicle at the limit of maneuverability is established. The obtained strategy, then, demonstrates to be suitable as an underlying vehicle controller for a driver-assistance system on a racing track.

Topics & Concepts

AdaptabilityController (irrigation)Model predictive controlComputer scienceNonlinear systemContouringControl theory (sociology)Driving simulatorControl engineeringImplementationState (computer science)Advanced driver assistance systemsControl (management)EngineeringSimulationArtificial intelligenceAgronomyAlgorithmQuantum mechanicsProgramming languageEcologyBiologyPhysicsComputer graphics (images)Vehicle Dynamics and Control SystemsReal-time simulation and control systemsAutonomous Vehicle Technology and Safety
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