Steering wheel motion analysis for detection of the driver's drowsiness
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F11%3APU95748" target="_blank" >RIV/00216305:26220/11:PU95748 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Steering wheel motion analysis for detection of the driver's drowsiness
Original language description
Reliable system for driver's drowsiness recognition is the aim of many studies. Unfortunately, majority of researchers work with data acquired in laboratory with ideal or simulated conditions. Therefore it is difficult to implement their results to realvehicle and prove its reliability and accuracy. The analyzed data in this paper is acquired from real traffic and therefore it contains all uncertainty partially modeled in laboratory. For data acquisition has been chosen in-direct measurement from vehicle CAN bus in order to not affect the driver. All data are preprocessed according to assumptions about driver's behavior and transformed to frequency domain by means of orthogonal transform (STFT, CWT and DWT). Subsequently, data is analyzed by data mining methods including features extraction and filter feature selection. The performance of the features is measured by the area under the receiver operating characteristic.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
JD - Use of computers, robotics and its application
OECD FORD branch
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Result continuities
Project
<a href="/en/project/GA102%2F09%2F1897" target="_blank" >GA102/09/1897: Safety of Car Transportation</a><br>
Continuities
Z - Vyzkumny zamer (s odkazem do CEZ)
Others
Publication year
2011
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Mathematical Models and Methods in Modern Science
ISBN
978-1-61804-055-8
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
256-261
Publisher name
WSEAS Press
Place of publication
Puerto de la Cruz, Tenerife, Spain
Event location
Puerto de la Cruz, Tenerife, Španělsko
Event date
Dec 10, 2011
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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