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Warwick-JLR driver monitoring dataset (DMD) : statistics and early findings
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Taylor, Phillip M., Griffiths, Nathan, Bhalerao, Abhir, Xu, Zhou, Gelencser, Adam and Popham, T. J. (2015) Warwick-JLR driver monitoring dataset (DMD) : statistics and early findings. In: 7th International Conference on Automotive User Interfaces and Interactive Vehicular Applications, Nottingham, UK, 1–3 Sep 2015. Published in: Proceedings of the 7th International Conference on Automotive User Interfaces and Interactive Vehicular Applications pp. 89-92. ISBN 9781450337366.
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WRAP_0070653-cs-011015-autoui-2015.pdf - Accepted Version - Requires a PDF viewer. Download (573Kb) | Preview |
Official URL: http://dx.doi.org/10.1145/2799250.2799286
Abstract
Driving is a safety critical task that requires a high levels of attention and workload from the driver. Despite this, people often also perform secondary tasks such as eating or using a mobile phone, which increase workload levels and divert cognitive and physical attention from the primary task of driving. If a vehicle is aware that the driver is currently under high workload, the vehicle functionality can be changed in order to minimize any further demand. Traditionally, workload measurements have been performed using intrusive means such as physiological sensors. Another approach may be to monitor workload online using readily available and robust sensors accessible via the vehicle's Controller Area Network (CAN). In this paper, we present details of the Warwick-JLR Driver Monitoring Dataset (DMD) collected for this purpose, and to announce its publication for driver monitoring research. The collection protocol is briefly introduced, followed by statistical analysis of the dataset to describe its structure. Finally, the public release of the dataset, for use in both driver monitoring and data mining research, is announced.
Item Type: | Conference Item (Paper) | ||||
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Alternative Title: | |||||
Subjects: | T Technology > TL Motor vehicles. Aeronautics. Astronautics | ||||
Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
Library of Congress Subject Headings (LCSH): | Controller Area Network (Computer network), Transportation -- Research -- Data processing, Microcomputers -- Buses, Electronic industries -- Automation, Electronic circuit design -- Data processing, Electrocardiography, Motor vehicle drivers, Quantitative research | ||||
Journal or Publication Title: | Proceedings of the 7th International Conference on Automotive User Interfaces and Interactive Vehicular Applications | ||||
Publisher: | ACM | ||||
Place of Publication: | New York, NY | ||||
ISBN: | 9781450337366 | ||||
Official Date: | 1 September 2015 | ||||
Dates: |
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Page Range: | pp. 89-92 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access | ||||
Date of first compliant deposit: | 7 April 2016 | ||||
Date of first compliant Open Access: | 7 April 2016 | ||||
Conference Paper Type: | Paper | ||||
Title of Event: | 7th International Conference on Automotive User Interfaces and Interactive Vehicular Applications | ||||
Type of Event: | Conference | ||||
Location of Event: | Nottingham, UK | ||||
Date(s) of Event: | 1–3 Sep 2015 | ||||
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