Reliability of Driver Car Interactions

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SYSNO ASEP	0372950
Document Type	M - Monograph Chapter
R&D Document Type	Monograph Chapter
Title	EEG Spectra Classification by Radial Implicative Fuzzy Systems
Author(s)	Coufal, David (UIVT-O)_{RID, SAI, ORCID}
Source Title	Reliability of Driver Car Interactions. - Praha : Ústav informatiky AV ČR, v. v. i. a ČVUT, Fakulta dopravní, 2011 / Novák M. - ISBN 978-80-87136-12-6
Pages	s. 60-68
Number of pages	9 s.
Number of pages	216
Language	eng - English
Country	CZ - Czech Republic
Keywords	EEG - spectrograms ; fuzzy systems ; micro-sleep detection
Subject RIV	BB - Applied Statistics, Operational Research
R&D Projects	ME 949 GA MŠMT - Ministry of Education, Youth and Sports (MEYS)
CEZ	AV0Z10300504 - UIVT-O (2005-2011)
Annotation	The paper deals with the classification of electroencephalographic signals for detection of different states of a car driver's vigilance level. The classification is performed by means of radial implicative fuzzy system with nominal consequents. These systems have tractable computational model and allow accommodate vague information on input-output relation in a structured form. The classifier is created from experimental data with a help of GUHA data-mining method and standard Levenberg-Marquardt optimization algorithm. The adequacy of our approach is validated by obtained results.
Workplace	Institute of Computer Science
Contact	Tereza Šírová, sirova@cs.cas.cz, Tel.: 266 053 800
Year of Publishing	2012

Number of the records: 1