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Images in mind – Design metaphor and method to classify driver distraction in critical situations

Griesche, Stefan and Dziennus, Marc (2013) Images in mind – Design metaphor and method to classify driver distraction in critical situations. In: Der Fahrer im 21. Jahrhundert - Fahrer, Fahrerunterstützung und Bedienbarkeit (2205), pp. 85-99. VDI-Verlag. Der Fahrer im 21.Jahrhundert, 5.-6. Nov. 2013, Braunschweig. ISBN 978-3-18-092205-8

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Abstract

The paper presents a driver model which classifies visual distraction based on the detection of atypical driving behavior. The model forwards the information to a driver adaptive collision mitigation system (CMS) and activates the acoustic warning earlier in case of distraction. Therefore the model requires the knowledge of the normal driving behavior. For that reason we introduce a design metaphor. We use the human memory and its ability to build up mental representations. Based on the idea to interpret multivariate time series as gray level images we adapted the concept of mental images to learn a situation based normal driving behavior. The model transfers the property of the long term memory to store, to interfere and to forget prototypes of mental images. We compare the stored prototypical image with the current image to obtain a distraction index. If the index reaches a certain threshold value the acoustic warning is presented.

Item URL in elib:https://elib.dlr.de/86388/
Document Type:Conference or Workshop Item (Poster)
Title:Images in mind – Design metaphor and method to classify driver distraction in critical situations
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Griesche, StefanStefan.Griesche (at) dlr.deUNSPECIFIED
Dziennus, MarcMarc.Dziennus (at) dlr.deUNSPECIFIED
Date:November 2013
Journal or Publication Title:Der Fahrer im 21. Jahrhundert - Fahrer, Fahrerunterstützung und Bedienbarkeit
Refereed publication:No
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Page Range:pp. 85-99
Publisher:VDI-Verlag
Series Name:VDI Berichte
ISBN:978-3-18-092205-8
Status:Published
Keywords:visual distraction, mutivariate time series, collision mitigation, mental images, machine learning, driver modelling
Event Title:Der Fahrer im 21.Jahrhundert
Event Location:Braunschweig
Event Type:national Conference
Event Dates:5.-6. Nov. 2013
Organizer:VDI
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Transport
HGF - Program Themes:Terrestrial Vehicles (old)
DLR - Research area:Transport
DLR - Program:V BF - Bodengebundene Fahrzeuge
DLR - Research theme (Project):V - Project Fahrzeugintelligenz und Fahrwerk (old)
Location: Braunschweig
Institutes and Institutions:Institute of Transportation Systems
Deposited By: Griesche, Stefan
Deposited On:10 Dec 2013 09:36
Last Modified:31 Jul 2019 19:43

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