A hybrid method to improve the reduction of ballistocardiogram artifact from EEG data
Simultaneous recordings of functional magnetic resonance imaging (fMRI) and electroencephalography (EEG) allow acquisition of brain data with high spatial and temporal resolution. However, the EEG data get contaminated by additional artifacts such as Gradient artifact and Ballistocardiogram (BCG) ar...
| Main Authors: | Javed, E., Faye, I., Malik, A.S., Abdullah, J.M. |
|---|---|
| Format: | Article |
| Institution: | Universiti Teknologi Petronas |
| Record Id / ISBN-0: | utp-eprints.32016 / |
| Published: |
Springer Verlag
2014
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https://www.scopus.com/inward/record.uri?eid=2-s2.0-84910143358&doi=10.1007%2f978-3-319-12640-1_23&partnerID=40&md5=cc85a93fb4ac2ccfd0397860c97e71db http://eprints.utp.edu.my/32016/ |
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utp-eprints.320162022-03-29T04:05:21Z A hybrid method to improve the reduction of ballistocardiogram artifact from EEG data Javed, E. Faye, I. Malik, A.S. Abdullah, J.M. Simultaneous recordings of functional magnetic resonance imaging (fMRI) and electroencephalography (EEG) allow acquisition of brain data with high spatial and temporal resolution. However, the EEG data get contaminated by additional artifacts such as Gradient artifact and Ballistocardiogram (BCG) artifact. The BCG artifact�s dynamics appear to be more challenging and it hinders in the assessment of the neuronal activities. In this paper, a referencefree method is implemented in which Empirical Mode Decomposition (EMD) and Principal Component Analysis (PCA) has been combined to reduce the BCG artifact while preserving the neuronal activities. The qualitative analysis of the proposed method along with three existing methods demonstrates that the proposed method has improved the quality of the reconstructed data. Moreover, it does not require any reference signal to extract BCG artifact. © Springer International Publishing Switzerland 2014. Springer Verlag 2014 Article NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-84910143358&doi=10.1007%2f978-3-319-12640-1_23&partnerID=40&md5=cc85a93fb4ac2ccfd0397860c97e71db Javed, E. and Faye, I. and Malik, A.S. and Abdullah, J.M. (2014) A hybrid method to improve the reduction of ballistocardiogram artifact from EEG data. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 8835 . pp. 186-193. http://eprints.utp.edu.my/32016/ |
| institution |
Universiti Teknologi Petronas |
| collection |
UTP Institutional Repository |
| description |
Simultaneous recordings of functional magnetic resonance imaging (fMRI) and electroencephalography (EEG) allow acquisition of brain data with high spatial and temporal resolution. However, the EEG data get contaminated by additional artifacts such as Gradient artifact and Ballistocardiogram (BCG) artifact. The BCG artifact�s dynamics appear to be more challenging and it hinders in the assessment of the neuronal activities. In this paper, a referencefree method is implemented in which Empirical Mode Decomposition (EMD) and Principal Component Analysis (PCA) has been combined to reduce the BCG artifact while preserving the neuronal activities. The qualitative analysis of the proposed method along with three existing methods demonstrates that the proposed method has improved the quality of the reconstructed data. Moreover, it does not require any reference signal to extract BCG artifact. © Springer International Publishing Switzerland 2014. |
| format |
Article |
| author |
Javed, E. Faye, I. Malik, A.S. Abdullah, J.M. |
| spellingShingle |
Javed, E. Faye, I. Malik, A.S. Abdullah, J.M. A hybrid method to improve the reduction of ballistocardiogram artifact from EEG data |
| author_sort |
Javed, E. |
| title |
A hybrid method to improve the reduction of ballistocardiogram artifact from EEG data |
| title_short |
A hybrid method to improve the reduction of ballistocardiogram artifact from EEG data |
| title_full |
A hybrid method to improve the reduction of ballistocardiogram artifact from EEG data |
| title_fullStr |
A hybrid method to improve the reduction of ballistocardiogram artifact from EEG data |
| title_full_unstemmed |
A hybrid method to improve the reduction of ballistocardiogram artifact from EEG data |
| title_sort |
hybrid method to improve the reduction of ballistocardiogram artifact from eeg data |
| publisher |
Springer Verlag |
| publishDate |
2014 |
| url |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84910143358&doi=10.1007%2f978-3-319-12640-1_23&partnerID=40&md5=cc85a93fb4ac2ccfd0397860c97e71db http://eprints.utp.edu.my/32016/ |
| _version_ |
1741197674969825280 |
| score |
11.62408 |