DocumentCode
3251646
Title
Analysis of the ballistocardiographic artifact removal in simultaneous EEG-fMRI recording using independent component analysis and coherence function
Author
Silva de Souza, Ana Claudia ; Fernandes Rodrigues, Gustavo ; Callan, Daniel ; Yehia, Hani Camille
Author_Institution
Dept. of Telecommun. & Mechatron. Eng., Fed. Univ. of Sao Joao del-Rey, Ouro Branco, Brazil
fYear
2013
fDate
2-4 July 2013
Firstpage
552
Lastpage
556
Abstract
The simultaneous acquisition of EEG and fMRI has becoming increasingly important for neuroimaging research. However, this integration comes with artifacts that directly interfere in the signal quality. Independent component analysis has been one of the most used tools to remove biological artifacts and more recently it has been used to the removal of BCG artifact present when simultaneous EEG and fMRI is acquired. Although widely adopted some questions regarding the reliability of the estimated sources are still unanswered. The efficiency of the removal depends on the correct identification and selection of the artifact-related independent components. This selection is not obvious since different strategies give different results. Considering that no real BCG artifact-free data can be collected inside an MR scanner it is a difficult task to select the best criteria or best algorithm. In this paper we contribute to the solution of this problem proposing an automatic component selection method based on maximum absolute magnitude squared coherence function between the independent components and the ECG signal.
Keywords
biomedical MRI; electroencephalography; independent component analysis; medical signal processing; neurophysiology; artifact-related independent component identification; artifact-related independent component selection; automatic component selection method; ballistocardiographic artifact removal; biological artifact removal; independent component analysis; maximum absolute magnitude squared coherence function; neuroimaging research; signal quality; simultaneous EEG-fMRI recording; simultaneous acquisition; Coherence; Correlation; Electrocardiography; Electrodes; Electroencephalography; Independent component analysis; Magnetic resonance imaging; BCG artifact; coherence function; independent components;
fLanguage
English
Publisher
ieee
Conference_Titel
Telecommunications and Signal Processing (TSP), 2013 36th International Conference on
Conference_Location
Rome
Print_ISBN
978-1-4799-0402-0
Type
conf
DOI
10.1109/TSP.2013.6613994
Filename
6613994
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