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Driver Model Validation through Interaction with Varying Levels of Haptic Guidance

Authors :
Beatrice Pano
Fabien Claveau
Yishen Zhao
Franck Mars
Philippe Chevrel
Commande (Commande)
Laboratoire des Sciences du Numérique de Nantes (LS2N)
Université de Nantes - UFR des Sciences et des Techniques (UN UFR ST)
Université de Nantes (UN)-Université de Nantes (UN)-École Centrale de Nantes (ECN)-Centre National de la Recherche Scientifique (CNRS)-IMT Atlantique Bretagne-Pays de la Loire (IMT Atlantique)
Institut Mines-Télécom [Paris] (IMT)-Institut Mines-Télécom [Paris] (IMT)-Université de Nantes - UFR des Sciences et des Techniques (UN UFR ST)
Institut Mines-Télécom [Paris] (IMT)-Institut Mines-Télécom [Paris] (IMT)
Perception, Action, Cognition pour la Conception et l’Ergonomie (PACCE)
Département Automatique, Productique et Informatique (IMT Atlantique - DAPI)
IMT Atlantique Bretagne-Pays de la Loire (IMT Atlantique)
RFI ATLANSTIC 2020 (projet Steer&Share)
Source :
Proceedings of the 2020 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2020: IEEE International Conference on Systems, Man, and Cybernetics, SMC 2020: IEEE International Conference on Systems, Man, and Cybernetics, Oct 2020, Toronto, Canada. ⟨10.1109/SMC42975.2020.9283382⟩, SMC, HAL
Publication Year :
2020
Publisher :
HAL CCSD, 2020.

Abstract

International audience; Driver modeling is essential in the development of haptic guidance systems. A new cybernetic driver model designed to account for the cooperation between the driver and haptic guidance systems has recently been proposed. This paper aims to validate this model in situations of interaction with different levels of haptic guidance on a driving simulator. Two experiments have been performed for this purpose. The first experiment consisted of implementing the driver model in the driving simulator and evaluating its lateral control performance when interacting with a haptic guidance system. The results reveal that the model can be adapted to different sharing levels by adjusting only the gain of an internal model of the steering wheel compliance. The second experiment consisted of estimating the evolution of the gain of this internal model using the unscented Kalman filter. The results reveal consistency between the evolution of the identified parameter and the level of sharing of the haptic guidance system. The driver model represents the process of human driver adaptation to variations in the level of sharing in haptic guidance systems.

Details

Language :
English
Database :
OpenAIRE
Journal :
Proceedings of the 2020 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2020: IEEE International Conference on Systems, Man, and Cybernetics, SMC 2020: IEEE International Conference on Systems, Man, and Cybernetics, Oct 2020, Toronto, Canada. ⟨10.1109/SMC42975.2020.9283382⟩, SMC, HAL
Accession number :
edsair.doi.dedup.....916f1f47603f334b18d4e54bf4d6200d
Full Text :
https://doi.org/10.1109/SMC42975.2020.9283382⟩