Detail publikace

Somnolence Detection Using Electroencephalogram

RONZHINA, M.

Originální název

Somnolence Detection Using Electroencephalogram

Anglický název

Somnolence Detection Using Electroencephalogram

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

čeština

Originální abstrakt

One of the tasks performed by analysis of electroencephalogram (EEG) is the problem of recognizing the state of somnolence, characterized by lower level of attention and the extension of reaction time to any external stimuli. In this paper we propose a method for detection of such state, based on an analysis of the EEG signal's power spectra. Classification is realized by using fuzzy logic. Four classifiers are designed, which are based on a fuzzy inference system (FIS), that are differ in IF-THEN rule's bases. The approximation of membership function (MF) is implemented using fuzzy clustering (FC). Classification results are very dependent on the applied rules and on the choice of the analyzed frequencies.

Anglický abstrakt

One of the tasks performed by analysis of electroencephalogram (EEG) is the problem of recognizing the state of somnolence, characterized by lower level of attention and the extension of reaction time to any external stimuli. In this paper we propose a method for detection of such state, based on an analysis of the EEG signal's power spectra. Classification is realized by using fuzzy logic. Four classifiers are designed, which are based on a fuzzy inference system (FIS), that are differ in IF-THEN rule's bases. The approximation of membership function (MF) is implemented using fuzzy clustering (FC). Classification results are very dependent on the applied rules and on the choice of the analyzed frequencies.

Klíčová slova

Electroencephalogram, fuzzy logic, somnolence detection

Klíčová slova v angličtině

Electroencephalogram, fuzzy logic, somnolence detection

Autoři

RONZHINA, M.

Rok RIV

2010

Vydáno

29. 4. 2010

Nakladatel

Novapress, s.r.o.

Místo

Brno

ISBN

978-80-214-4079-1

Kniha

Proceedings of the 16th Conference Student EEICT 2010

Strany od

82

Strany do

86

Strany počet

5

BibTex

@inproceedings{BUT33826,
  author="Marina {Filipenská}",
  title="Somnolence Detection Using Electroencephalogram",
  booktitle="Proceedings of the 16th Conference Student EEICT 2010",
  year="2010",
  pages="82--86",
  publisher="Novapress, s.r.o.",
  address="Brno",
  isbn="978-80-214-4079-1"
}