Publication detail

Somnolence Detection Using Electroencephalogram

RONZHINA, M.

Original Title

Somnolence Detection Using Electroencephalogram

English Title

Somnolence Detection Using Electroencephalogram

Type

conference paper

Language

Czech

Original Abstract

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.

English abstract

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.

Keywords

Electroencephalogram, fuzzy logic, somnolence detection

Key words in English

Electroencephalogram, fuzzy logic, somnolence detection

Authors

RONZHINA, M.

RIV year

2010

Released

29. 4. 2010

Publisher

Novapress, s.r.o.

Location

Brno

ISBN

978-80-214-4079-1

Book

Proceedings of the 16th Conference Student EEICT 2010

Pages from

82

Pages to

86

Pages count

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"
}