Reliability of Driver Car Interactions

0372950 - ÚI 2012 RIV CZ eng M - Část monografie knihy
Coufal, David
EEG Spectra Classification by Radial Implicative Fuzzy Systems.
Reliability of Driver Car Interactions. Praha: Ústav informatiky AV ČR, v. v. i. a ČVUT, Fakulta dopravní, 2011 - (Novák, M.), s. 60-68. Edice monografií NNW, 9. ISBN 978-80-87136-12-6
Grant CEP: GA MŠMT ME 949
Výzkumný záměr: CEZ:AV0Z10300504
Klíčová slova: EEG - spectrograms * fuzzy systems * micro-sleep detection
Kód oboru RIV: BB - Aplikovaná statistika, operační výzkum

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.
Trvalý link: http://hdl.handle.net/11104/0206143