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Reliability of Driver Car Interactions
- 1.0372950 - ÚI 2012 RIV CZ eng M - Monography Chapter
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
R&D Projects: GA MŠMT ME 949
Institutional research plan: CEZ:AV0Z10300504
Keywords : EEG - spectrograms * fuzzy systems * micro-sleep detection
Subject RIV: BB - Applied Statistics, Operational Research
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.
Permanent Link: http://hdl.handle.net/11104/0206143
Number of the records: 1