0355391 - ÚI 2011 RIV CZ eng J - Článek v odborném periodiku
Jiřina, Marcel - Bouchner, P. - Novotný, S.
Identification of Driver's Drowsiness using Driving Information and EEG.
Neural Network World. Roč. 20, č. 6 (2010), s. 773-791. ISSN 1210-0552
Grant CEP: GA MŠMT(CZ) 1M0567; GA MŠMT ME 949
Výzkumný záměr: CEZ:AV0Z10300504
Klíčová slova: wakefulness * drowsiness * sleepy state in drivers * classification
Kód oboru RIV: BB - Aplikovaná statistika, operační výzkum
Impakt faktor: 0.511, rok: 2010 ; AIS: 0.085, rok: 2010

The paper summarizes the first results with identification of sleepy state in drivers. The driving information as the deviation from the centerline of road and the steering wheel position as well as two-point EEG was used. The process consists of preprocessing data, in fact a transformation into form proper for classification, and a classification into one of two classes, wakefulness and drowsiness. Results show that it is possible to distinguish these two states with relatively large error, which possibly can be tackled by the use of proper methodology.
Trvalý link: http://hdl.handle.net/11104/0006299