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Reduction of Ballistocardiogram Artifact Using EMD-AF

Concurrent acquisition of functional magnetic resonance imaging (fMRI) and electroencephalography (EEG) is widely used to monitor the neuronal activities of brain. However, this simultaneous recording suffers from complex artifacts. The Ballistocardiogram (BCG) artifact in specific, is as yet poorly...

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Main Authors: Javed, Ehtasham, Faye, Ibrahima, Malik, Aamir Saeed
Other Authors: Lee, Minho
Format: Book Section
Published: Springer Berlin Heidelberg 2013
Subjects:
Q Science (General)
R Medicine (General)
T Technology (General)
Online Access:http://eprints.utp.edu.my/10896/1/paper3.pdf
http://dx.doi.org/10.1007/978-3-642-42051-1_66
http://eprints.utp.edu.my/10896/
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spelling my.utp.eprints.108962013-12-16T23:47:57Z Reduction of Ballistocardiogram Artifact Using EMD-AF Javed, Ehtasham Faye, Ibrahima Malik, Aamir Saeed Q Science (General) R Medicine (General) T Technology (General) Concurrent acquisition of functional magnetic resonance imaging (fMRI) and electroencephalography (EEG) is widely used to monitor the neuronal activities of brain. However, this simultaneous recording suffers from complex artifacts. The Ballistocardiogram (BCG) artifact in specific, is as yet poorly assumed, appears to be more challenging and hinders to exploit the full strength of both modalities. In this paper, a hybrid method is implemented which combines Empirical Mode Decomposition (EMD) with Adaptive Filtering (AF) using notch filter to reduce the BCG artifact. Results of this study demonstrate that the proposed algorithm is generally useful and effective for the reduction of the BCG artifact. Springer Berlin Heidelberg Lee, Minho Hirose, Akira Hou, Zeng-Guang Kil, Rhee Man 2013-11-03 Book Section PeerReviewed application/pdf http://eprints.utp.edu.my/10896/1/paper3.pdf http://dx.doi.org/10.1007/978-3-642-42051-1_66 Javed, Ehtasham and Faye, Ibrahima and Malik, Aamir Saeed (2013) Reduction of Ballistocardiogram Artifact Using EMD-AF. In: Neural Information Processing. Lecture Notes in Computer Science (LNCS), 8228 (8228). Springer Berlin Heidelberg, pp. 533-540. ISBN 978-3-642-42050-4 http://eprints.utp.edu.my/10896/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
topic Q Science (General)
R Medicine (General)
T Technology (General)
spellingShingle Q Science (General)
R Medicine (General)
T Technology (General)
Javed, Ehtasham
Faye, Ibrahima
Malik, Aamir Saeed
Reduction of Ballistocardiogram Artifact Using EMD-AF
description Concurrent acquisition of functional magnetic resonance imaging (fMRI) and electroencephalography (EEG) is widely used to monitor the neuronal activities of brain. However, this simultaneous recording suffers from complex artifacts. The Ballistocardiogram (BCG) artifact in specific, is as yet poorly assumed, appears to be more challenging and hinders to exploit the full strength of both modalities. In this paper, a hybrid method is implemented which combines Empirical Mode Decomposition (EMD) with Adaptive Filtering (AF) using notch filter to reduce the BCG artifact. Results of this study demonstrate that the proposed algorithm is generally useful and effective for the reduction of the BCG artifact.
author2 Lee, Minho
author_facet Lee, Minho
Javed, Ehtasham
Faye, Ibrahima
Malik, Aamir Saeed
format Book Section
author Javed, Ehtasham
Faye, Ibrahima
Malik, Aamir Saeed
author_sort Javed, Ehtasham
title Reduction of Ballistocardiogram Artifact Using EMD-AF
title_short Reduction of Ballistocardiogram Artifact Using EMD-AF
title_full Reduction of Ballistocardiogram Artifact Using EMD-AF
title_fullStr Reduction of Ballistocardiogram Artifact Using EMD-AF
title_full_unstemmed Reduction of Ballistocardiogram Artifact Using EMD-AF
title_sort reduction of ballistocardiogram artifact using emd-af
publisher Springer Berlin Heidelberg
publishDate 2013
url http://eprints.utp.edu.my/10896/1/paper3.pdf
http://dx.doi.org/10.1007/978-3-642-42051-1_66
http://eprints.utp.edu.my/10896/
_version_ 1738655908569808896
score 13.211869

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