Comparison between Butterworth Bandpass and Stationary Wavelet Transform Filter for electroencephalography signal

The Electroencephalography (EEG) signals able to obtain the information from the brain signals. Reduce the noise of the raw EEG data can improve the accuracy of the result. The pre-processing step of the raw EEG data can generate a clean signal and improve the accuracy. The purpose of this paper is...

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Main Authors: Kang, Xiaoxi, Handayani, Dini Oktarina Dwi, Yaacob, Hamwira Sakti
Format: Article
Language:English
Published: IOP Publishing Ltd. 2021
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Online Access:http://irep.iium.edu.my/89437/1/89347_Comparison%20between%20Butterworth%20Bandpass.pdf
http://irep.iium.edu.my/89437/
https://iopscience.iop.org/issue/1757-899X/1077/1
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spelling my.iium.irep.894372021-04-20T06:38:10Z http://irep.iium.edu.my/89437/ Comparison between Butterworth Bandpass and Stationary Wavelet Transform Filter for electroencephalography signal Kang, Xiaoxi Handayani, Dini Oktarina Dwi Yaacob, Hamwira Sakti QA75 Electronic computers. Computer science The Electroencephalography (EEG) signals able to obtain the information from the brain signals. Reduce the noise of the raw EEG data can improve the accuracy of the result. The pre-processing step of the raw EEG data can generate a clean signal and improve the accuracy. The purpose of this paper is to compare the Butterworth bandpass (BB) and stationary wavelet transform (SWT) method for the pornography addiction EEG data. The data was collected from Yayasan Kita dan Buah Hati (YKBH), Jakarta, Indonesia, using the Brain Maker EEG machine with 19 channels. We used mean square error (MSE) and peak-to-noise ratio (PSNR) to compare the quantitative value for the filtered EEG signals. The result shows that the BB filter is more effective in removing the noise and keep the original information. IOP Publishing Ltd. 2021-02 Article PeerReviewed application/pdf en http://irep.iium.edu.my/89437/1/89347_Comparison%20between%20Butterworth%20Bandpass.pdf Kang, Xiaoxi and Handayani, Dini Oktarina Dwi and Yaacob, Hamwira Sakti (2021) Comparison between Butterworth Bandpass and Stationary Wavelet Transform Filter for electroencephalography signal. IOP Conference Series: Materials Science and Engineering, 1077 (1). ISSN 1757-8981 E-ISSN 1757-899X https://iopscience.iop.org/issue/1757-899X/1077/1
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Kang, Xiaoxi
Handayani, Dini Oktarina Dwi
Yaacob, Hamwira Sakti
Comparison between Butterworth Bandpass and Stationary Wavelet Transform Filter for electroencephalography signal
description The Electroencephalography (EEG) signals able to obtain the information from the brain signals. Reduce the noise of the raw EEG data can improve the accuracy of the result. The pre-processing step of the raw EEG data can generate a clean signal and improve the accuracy. The purpose of this paper is to compare the Butterworth bandpass (BB) and stationary wavelet transform (SWT) method for the pornography addiction EEG data. The data was collected from Yayasan Kita dan Buah Hati (YKBH), Jakarta, Indonesia, using the Brain Maker EEG machine with 19 channels. We used mean square error (MSE) and peak-to-noise ratio (PSNR) to compare the quantitative value for the filtered EEG signals. The result shows that the BB filter is more effective in removing the noise and keep the original information.
format Article
author Kang, Xiaoxi
Handayani, Dini Oktarina Dwi
Yaacob, Hamwira Sakti
author_facet Kang, Xiaoxi
Handayani, Dini Oktarina Dwi
Yaacob, Hamwira Sakti
author_sort Kang, Xiaoxi
title Comparison between Butterworth Bandpass and Stationary Wavelet Transform Filter for electroencephalography signal
title_short Comparison between Butterworth Bandpass and Stationary Wavelet Transform Filter for electroencephalography signal
title_full Comparison between Butterworth Bandpass and Stationary Wavelet Transform Filter for electroencephalography signal
title_fullStr Comparison between Butterworth Bandpass and Stationary Wavelet Transform Filter for electroencephalography signal
title_full_unstemmed Comparison between Butterworth Bandpass and Stationary Wavelet Transform Filter for electroencephalography signal
title_sort comparison between butterworth bandpass and stationary wavelet transform filter for electroencephalography signal
publisher IOP Publishing Ltd.
publishDate 2021
url http://irep.iium.edu.my/89437/1/89347_Comparison%20between%20Butterworth%20Bandpass.pdf
http://irep.iium.edu.my/89437/
https://iopscience.iop.org/issue/1757-899X/1077/1
_version_ 1698696760869781504
score 13.18916