ICA-based positive semidefinite matrix templates for eye-blink artifact removal from EEG signal with single-electrode

Suguru Kanoga; Yasue Mitsukura

doi:10.1109/ASCC.2015.7244386

ICA-based positive semidefinite matrix templates for eye-blink artifact removal from EEG signal with single-electrode

Suguru Kanoga, Yasue Mitsukura

Department of System Design Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

4 Citations (Scopus)

Abstract

Complete artifact removal of eye-blink for electroencephalographic (EEG) signal is generally-regarded as important process in EEG signal analysis. No numerical approach of eye-blink artifact removal for single-channel EEG signal in time domain is developed. In this paper, we propose a time domain eye-blink artifact removal method for single-channel EEG signal using independent component analysis (ICA)-based templates. ICA and positive semidefinite tensor factorization (PSDTF) are employed in our proposed method. As a result, we obtain high signal-to-noise ratio (15.03dB) and low mean square error (25.76). Moreover, the optimal number of iterations on multiplicative update rules in PSDTF is about 20 to 30. A useful time domain eye-blink artifact removal method for single-channel EEG signal was proposed by using ICA-based PSD matrix templates. Improvement of eye-blink artifact removal accuracy and reduction of computational cost are our main future works.

Original language	English
Title of host publication	2015 10th Asian Control Conference
Subtitle of host publication	Emerging Control Techniques for a Sustainable World, ASCC 2015
Editors	Hazlina Selamat, Hafiz Rashidi Haruna Ramli, Ahmad Athif Mohd Faudzi, Ribhan Zafira Abdul Rahman, Asnor Juraiza Ishak, Azura Che Soh, Siti Anom Ahmad
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781479978625
DOIs	https://doi.org/10.1109/ASCC.2015.7244386
Publication status	Published - 2015 Sept 8
Event	10th Asian Control Conference, ASCC 2015 - Kota Kinabalu, Malaysia Duration: 2015 May 31 → 2015 Jun 3

Publication series

Name	2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015

Other

Other	10th Asian Control Conference, ASCC 2015
Country/Territory	Malaysia
City	Kota Kinabalu
Period	15/5/31 → 15/6/3

ASJC Scopus subject areas

Control and Systems Engineering

Access to Document

10.1109/ASCC.2015.7244386

Cite this

Kanoga, S., & Mitsukura, Y. (2015). ICA-based positive semidefinite matrix templates for eye-blink artifact removal from EEG signal with single-electrode. In H. Selamat, H. R. H. Ramli, A. A. M. Faudzi, R. Z. A. Rahman, A. J. Ishak, A. C. Soh, & S. A. Ahmad (Eds.), 2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015 Article 7244386 (2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ASCC.2015.7244386

ICA-based positive semidefinite matrix templates for eye-blink artifact removal from EEG signal with single-electrode. / Kanoga, Suguru; Mitsukura, Yasue.
2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015. ed. / Hazlina Selamat; Hafiz Rashidi Haruna Ramli; Ahmad Athif Mohd Faudzi; Ribhan Zafira Abdul Rahman; Asnor Juraiza Ishak; Azura Che Soh; Siti Anom Ahmad. Institute of Electrical and Electronics Engineers Inc., 2015. 7244386 (2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Kanoga, S & Mitsukura, Y 2015, ICA-based positive semidefinite matrix templates for eye-blink artifact removal from EEG signal with single-electrode. in H Selamat, HRH Ramli, AAM Faudzi, RZA Rahman, AJ Ishak, AC Soh & SA Ahmad (eds), 2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015., 7244386, 2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015, Institute of Electrical and Electronics Engineers Inc., 10th Asian Control Conference, ASCC 2015, Kota Kinabalu, Malaysia, 15/5/31. https://doi.org/10.1109/ASCC.2015.7244386

Kanoga S, Mitsukura Y. ICA-based positive semidefinite matrix templates for eye-blink artifact removal from EEG signal with single-electrode. In Selamat H, Ramli HRH, Faudzi AAM, Rahman RZA, Ishak AJ, Soh AC, Ahmad SA, editors, 2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015. Institute of Electrical and Electronics Engineers Inc. 2015. 7244386. (2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015). doi: 10.1109/ASCC.2015.7244386

Kanoga, Suguru ; Mitsukura, Yasue. / ICA-based positive semidefinite matrix templates for eye-blink artifact removal from EEG signal with single-electrode. 2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015. editor / Hazlina Selamat ; Hafiz Rashidi Haruna Ramli ; Ahmad Athif Mohd Faudzi ; Ribhan Zafira Abdul Rahman ; Asnor Juraiza Ishak ; Azura Che Soh ; Siti Anom Ahmad. Institute of Electrical and Electronics Engineers Inc., 2015. (2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015).

@inproceedings{dc7d9e0bda5c44d6905b3c4a621a693a,

title = "ICA-based positive semidefinite matrix templates for eye-blink artifact removal from EEG signal with single-electrode",

abstract = "Complete artifact removal of eye-blink for electroencephalographic (EEG) signal is generally-regarded as important process in EEG signal analysis. No numerical approach of eye-blink artifact removal for single-channel EEG signal in time domain is developed. In this paper, we propose a time domain eye-blink artifact removal method for single-channel EEG signal using independent component analysis (ICA)-based templates. ICA and positive semidefinite tensor factorization (PSDTF) are employed in our proposed method. As a result, we obtain high signal-to-noise ratio (15.03dB) and low mean square error (25.76). Moreover, the optimal number of iterations on multiplicative update rules in PSDTF is about 20 to 30. A useful time domain eye-blink artifact removal method for single-channel EEG signal was proposed by using ICA-based PSD matrix templates. Improvement of eye-blink artifact removal accuracy and reduction of computational cost are our main future works.",

author = "Suguru Kanoga and Yasue Mitsukura",

note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 10th Asian Control Conference, ASCC 2015 ; Conference date: 31-05-2015 Through 03-06-2015",

year = "2015",

month = sep,

day = "8",

doi = "10.1109/ASCC.2015.7244386",

language = "English",

series = "2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

editor = "Hazlina Selamat and Ramli, {Hafiz Rashidi Haruna} and Faudzi, {Ahmad Athif Mohd} and Rahman, {Ribhan Zafira Abdul} and Ishak, {Asnor Juraiza} and Soh, {Azura Che} and Ahmad, {Siti Anom}",

booktitle = "2015 10th Asian Control Conference",

}

TY - GEN

T1 - ICA-based positive semidefinite matrix templates for eye-blink artifact removal from EEG signal with single-electrode

AU - Kanoga, Suguru

AU - Mitsukura, Yasue

PY - 2015/9/8

Y1 - 2015/9/8

N2 - Complete artifact removal of eye-blink for electroencephalographic (EEG) signal is generally-regarded as important process in EEG signal analysis. No numerical approach of eye-blink artifact removal for single-channel EEG signal in time domain is developed. In this paper, we propose a time domain eye-blink artifact removal method for single-channel EEG signal using independent component analysis (ICA)-based templates. ICA and positive semidefinite tensor factorization (PSDTF) are employed in our proposed method. As a result, we obtain high signal-to-noise ratio (15.03dB) and low mean square error (25.76). Moreover, the optimal number of iterations on multiplicative update rules in PSDTF is about 20 to 30. A useful time domain eye-blink artifact removal method for single-channel EEG signal was proposed by using ICA-based PSD matrix templates. Improvement of eye-blink artifact removal accuracy and reduction of computational cost are our main future works.

AB - Complete artifact removal of eye-blink for electroencephalographic (EEG) signal is generally-regarded as important process in EEG signal analysis. No numerical approach of eye-blink artifact removal for single-channel EEG signal in time domain is developed. In this paper, we propose a time domain eye-blink artifact removal method for single-channel EEG signal using independent component analysis (ICA)-based templates. ICA and positive semidefinite tensor factorization (PSDTF) are employed in our proposed method. As a result, we obtain high signal-to-noise ratio (15.03dB) and low mean square error (25.76). Moreover, the optimal number of iterations on multiplicative update rules in PSDTF is about 20 to 30. A useful time domain eye-blink artifact removal method for single-channel EEG signal was proposed by using ICA-based PSD matrix templates. Improvement of eye-blink artifact removal accuracy and reduction of computational cost are our main future works.

UR - http://www.scopus.com/inward/record.url?scp=84957660318&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84957660318&partnerID=8YFLogxK

U2 - 10.1109/ASCC.2015.7244386

DO - 10.1109/ASCC.2015.7244386

M3 - Conference contribution

AN - SCOPUS:84957660318

T3 - 2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015

BT - 2015 10th Asian Control Conference

A2 - Selamat, Hazlina

A2 - Ramli, Hafiz Rashidi Haruna

A2 - Faudzi, Ahmad Athif Mohd

A2 - Rahman, Ribhan Zafira Abdul

A2 - Ishak, Asnor Juraiza

A2 - Soh, Azura Che

A2 - Ahmad, Siti Anom

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 10th Asian Control Conference, ASCC 2015

Y2 - 31 May 2015 through 3 June 2015

ER -

ICA-based positive semidefinite matrix templates for eye-blink artifact removal from EEG signal with single-electrode

Abstract

Publication series

Other

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this