TELKOMNIKA Telecommunication, Computing, Electronics and Control
A new eliminating EOG artifacts technique using combined decomposition methods with CCA and H.P.F. techniques
Dublin Core
Title
TELKOMNIKA Telecommunication, Computing, Electronics and Control
A new eliminating EOG artifacts technique using combined decomposition methods with CCA and H.P.F. techniques
A new eliminating EOG artifacts technique using combined decomposition methods with CCA and H.P.F. techniques
Subject
CCA, DWT, EEG, EMD, EOG, H.P.F.
Description
Normally, the collected EEG signals from the human scalp cortex by using the non-invasive EEG collection methods were contaminated with artifacts, like an eye electrical activity, leading to increases in the challenges in analyzing the electroencephalogram for obtaining useful clinical information. In this paper, we do a comparison of using two decomposing methods (DWT and EMD) with CCA technique or High Pass Filter, for the elimination of eye artifacts from EEG. The eye artifacts (EOG) signals were extracted from the un-cleaned or raw EEG signals by DWT and EMD with CCA approach or H.P.F. The root means square error ratio of the uncontaminated EEG signal to the contaminated EEG signal with eye artifacts were the performance indicators for both elimination methods, which indicate that the combined CCA method outperforms the combined H.P.F method in
the elimination of eye blinking contamination artifact from the EEG signal.
the elimination of eye blinking contamination artifact from the EEG signal.
Creator
Fadia Noori Hummadi Al-Nuaimy
Source
DOI: 10.12928/TELKOMNIKA.v18i5.14143
Publisher
Universitas Ahmad Dahlan
Date
October 2020
Contributor
Sri Wahyuni
Rights
ISSN: 1693-6930
Relation
http://journal.uad.ac.id/index.php/TELKOMNIKA
Format
PDF
Language
English
Type
Text
Coverage
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Files
Collection
Citation
Fadia Noori Hummadi Al-Nuaimy, “TELKOMNIKA Telecommunication, Computing, Electronics and Control
A new eliminating EOG artifacts technique using combined decomposition methods with CCA and H.P.F. techniques,” Repository Horizon University Indonesia, accessed November 21, 2024, https://repository.horizon.ac.id/items/show/4050.
A new eliminating EOG artifacts technique using combined decomposition methods with CCA and H.P.F. techniques,” Repository Horizon University Indonesia, accessed November 21, 2024, https://repository.horizon.ac.id/items/show/4050.