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
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Abstract
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.
Item Type: | Book Section |
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Subjects: | Q Science > Q Science (General) R Medicine > R Medicine (General) T Technology > T Technology (General) |
Departments / MOR / COE: | Centre of Excellence > Center for Intelligent Signal and Imaging Research Research Institutes > Institute for Health Analytics |
Depositing User: | Dr Aamir Saeed Malik |
Date Deposited: | 16 Dec 2013 23:47 |
Last Modified: | 16 Dec 2013 23:47 |
URI: | http://scholars.utp.edu.my/id/eprint/10896 |