eprintid: 3512
rev_number: 2
eprint_status: archive
userid: 1
dir: disk0/00/00/35/12
datestamp: 2023-11-09 15:51:46
lastmod: 2023-11-09 15:51:46
status_changed: 2023-11-09 15:46:59
type: conference_item
metadata_visibility: show
creators_name: Soomro, M.H.
creators_name: Badruddin, N.
creators_name: Yusoff, M.Z.
creators_name: Jatoi, M.A.
title: Automatic eye-blink artifact removal method based on EMD-CCA
ispublished: pub
keywords: Canonical correlation analysis; Correlation coefficient; Empirical Mode Decomposition; Eye-blink artifacts; Signal-to-artifact ratio (SAR), Algorithms; Biomedical engineering; Electroencephalography; Electrophysiology; Signal processing, Adaptive filtering
note: cited By 42; Conference of 2013 7th ICME International Conference on Complex Medical Engineering, CME 2013 ; Conference Date: 25 May 2013 Through 28 May 2013; Conference Code:98395
abstract: This research proposes a new hybrid algorithm for automatic removal of eye blink artifact from EEG data based on empirical mode decomposition (EMD) and canonical correlation analysis (CCA). The validity and efficiency of the proposed algorithm is evaluated using correlation coefficient and signal-to-artifact ratio (SAR) and the proposed algorithm is also compared with other popular eye blink artifact removal techniques (CCA, ICA, EMD-ICA) on simulated EEG data of two channels. From the simulation results, the average correlation coefficients for the EEG channels are obtained as 0.908 and 0.864 respectively. The SAR of the EEG signal also improved from 2.2 dB to 6.0 dB after correction using our proposed method. Compared to other eye blink artifact removal techniques, our proposed method has two benefits. Firstly, no visual inspection is required to detect the eye blink artifact components. Secondly, computational assessment of corrected EEG waveforms reveals that the proposed algorithm retrieves the EEG data by removing the eye blink artifacts reliably. © 2013 IEEE.
date: 2013
official_url: https://www.scopus.com/inward/record.uri?eid=2-s2.0-84881537877&doi=10.1109%2fICCME.2013.6548236&partnerID=40&md5=933080f430bb2b513d2f0b6cab96243d
id_number: 10.1109/ICCME.2013.6548236
full_text_status: none
publication: 2013 ICME International Conference on Complex Medical Engineering, CME 2013
place_of_pub: Beijing
pagerange: 186-190
refereed: TRUE
isbn: 9781467329699
citation:   Soomro, M.H. and Badruddin, N. and Yusoff, M.Z. and Jatoi, M.A.  (2013) Automatic eye-blink artifact removal method based on EMD-CCA.  In: UNSPECIFIED.