Automatic detection of EEG artefacts arising from head movements using EEG and gyroscope signals.

Abstract:

:Contamination of EEG signals by artefacts arising from head movements has been a serious obstacle in the deployment of automatic neurological event detection systems in ambulatory EEG. In this paper, we present work on categorizing these head-movement artefacts as one distinct class and on using support vector machines to automatically detect their presence. The use of additional physical signals in detecting head-movement artefacts is also investigated by means of support vector machines classifiers implemented with gyroscope waveforms. Finally, the combination of features extracted from EEG and gyroscope signals is explored in order to design an algorithm which incorporates both physical and physiological signals in accurately detecting artefacts arising from head-movements.

journal_name

Med Eng Phys

authors

O'Regan S,Faul S,Marnane W

doi

10.1016/j.medengphy.2012.08.017

subject

Has Abstract

pub_date

2013-07-01 00:00:00

pages

867-74; discussion 867

issue

7

eissn

1350-4533

issn

1873-4030

pii

S1350-4533(12)00244-5

journal_volume

35

pub_type

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