About: Vehicle Data Acquisition and Analysis for Detection of the Driver's Drowsiness

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	In the last decade a big effort was made to develop a reliable system for detection of the oncoming driver's sleepiness. Until now this problem has not been satisfactorily solved. In this paper we present our system for data acquisition and analysis. The data is collected from the engine CAN bus during test-rides in the real traffic conditions. The driver drowsiness is measured directly in the vehicle before and after the test-ride using the fusion of two methods: flicker test and subjective feeling. The data is analyzed using the data mining techniques including feature extraction and filter feature selection. The features are based on the discrete wavelet transform and short time Fourier transform. The performance of the features is measured by the area under the receiver operating characteristic. In the last decade a big effort was made to develop a reliable system for detection of the oncoming driver's sleepiness. Until now this problem has not been satisfactorily solved. In this paper we present our system for data acquisition and analysis. The data is collected from the engine CAN bus during test-rides in the real traffic conditions. The driver drowsiness is measured directly in the vehicle before and after the test-ride using the fusion of two methods: flicker test and subjective feeling. The data is analyzed using the data mining techniques including feature extraction and filter feature selection. The features are based on the discrete wavelet transform and short time Fourier transform. The performance of the features is measured by the area under the receiver operating characteristic. (en)
Title	Vehicle Data Acquisition and Analysis for Detection of the Driver's Drowsiness Vehicle Data Acquisition and Analysis for Detection of the Driver's Drowsiness (en)
skos:prefLabel	Vehicle Data Acquisition and Analysis for Detection of the Driver's Drowsiness Vehicle Data Acquisition and Analysis for Detection of the Driver's Drowsiness (en)
skos:notation	RIV/00216305:26220/11:PU94737!RIV12-MSM-26220___
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(GA102/09/1897), Z(MSM0021630529)
http://linked.open...vai/riv/dodaniDat	2012
http://linked.open...aciTvurceVysledku	Kučera, Pavel Honzík, Petr Haupt, Daniel Pavlata, Karel Rášo, Peter
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Vysoké učení technické v Brně / Fakulta elektrotechniky a komunikačních technologií
http://linked.open...dnocenehoVysledku	238100
http://linked.open...ai/riv/idVysledku	RIV/00216305:26220/11:PU94737
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	feature extraction, vehicle, data, drowsiness, fatigue, wavelet transform, fourier transform (en)
http://linked.open.../riv/klicoveSlovo	wavelet transform fourier transform drowsiness data fatigue feature extraction vehicle
http://linked.open...ontrolniKodProRIV	[6C43E43F5289]
http://linked.open...v/mistoKonaniAkce	Brno University of Technology
http://linked.open...i/riv/mistoVydani	Neuveden
http://linked.open...i/riv/nazevZdroje	The proceedings of the 17th International Conference on Soft Computing
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	5 (xsd:int)
http://linked.open...cetTvurcuVysledku	5 (xsd:int)
http://linked.open...vavai/riv/projekt	Safety of Car Transportation
http://linked.open...UplatneniVysledku	2011
http://linked.open...iv/tvurceVysledku	Kučera, Pavel Honzík, Petr Haupt, Daniel Pavlata, Karel Rášo, Peter
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open...ain/vavai/riv/wos	000302647900060
http://linked.open.../riv/zahajeniAkce	2011-06-15 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Inteligentní systémy v automatizaci
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Neuveden
https://schema.org/isbn	978-80-214-4302-0
http://localhost/t...ganizacniJednotka	26220

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