Automatic removal of ocular artefacts in EEG signal by using independent component analysis and artificial neural network

Basit Öğe Kaydı
dc.contributor.authorCinar S.
dc.contributor.authorMenguc E.C.
dc.contributor.authorAcir N.
dc.date.accessioned2019-08-01T13:38:39Z
dc.date.available2019-08-01T13:38:39Z
dc.date.issued2017
dc.departmentNiğde ÖHÜ
dc.description2017 Medical Technologies National Conference, TIPTEKNO 2017 -- 12 October 2017 through 14 October 2017 -- -- 134046
dc.description.abstractOcular artefacts caused by eye movements can distort Electroencephalogram (EEG) recordings. It is important to obtain clean EEG signals in diagnosing and interpreting diseases. Meaningful EEG signals should not be distorted during the removal of artefacts. In this study, Independent Component Analysis and Artificial Neural Network were used together to remove ocular artefacts. The method was tested by using the real dataset. The Relative Error (RE) and Correlation Coefficient (CC) was used to test the performance of the method. Relative error = 0.227±0.229 and correlation coefficient = 0.941 ±0.088 was calculated in the performance analysis. According to the results, the proposed method is successful in removing ocular artefacts in EEG signals. © 2017 IEEE.
dc.identifier.doi10.1109/TIPTEKNO.2017.8238070
dc.identifier.endpage4
dc.identifier.isbn9.78151E+12
dc.identifier.scopus2-s2.0-85047751322
dc.identifier.scopusqualityN/A
dc.identifier.startpage1
dc.identifier.urihttps://dx.doi.org/10.1109/TIPTEKNO.2017.8238070
dc.identifier.urihttps://hdl.handle.net/11480/1761
dc.identifier.volume2017-January
dc.indekslendigikaynakScopus
dc.institutionauthor[0-Belirlenecek]
dc.language.isotr
dc.publisherInstitute of Electrical and Electronics Engineers Inc.
dc.relation.ispartof2017 Medical Technologies National Conference, TIPTEKNO 2017
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.subjectArtificial neural network
dc.subjectIca
dc.subjectKurtosis
dc.subjectRemoval of arefacts
dc.titleAutomatic removal of ocular artefacts in EEG signal by using independent component analysis and artificial neural network
dc.typeConference Object

Dosyalar

Koleksiyon

Scopus İndeksli Yayınlar Koleksiyonu