DocumentCode
140913
Title
Information flow and coherence of EEG during awake, meditation and drowsiness
Author
Dissanayaka, Chamila ; Ben-Simon, Eti ; Gruberger, Michal ; Maron-Katz, Adi ; Hendler, Talma ; Chaparro-Vargas, Ramiro ; Cvetkovic, Dean
Author_Institution
Sch. of Electr. & Comput. Eng., RMIT Univ., Melbourne, VIC, Australia
fYear
2014
fDate
26-30 Aug. 2014
Firstpage
5446
Lastpage
5449
Abstract
A comparison of coupling (information flow) and coherence (connectedness) of the brain regions between human awake, meditation and drowsiness states was carried out in this study. The Directed Transfer Function (DTF) method was used to estimate the coupling or brain´s flow of information between different regions during each condition. Welch and Minimum Variance Distortionless Response (MVDR) methods were utilised to estimate the coherence between brain areas. Analysis was conducted using the EEG data of 30 subjects (10 awake, 10 drowsiness and 10 meditating) with 6 EEG electrodes. The EEG data was recorded for each subject during 5 minutes baseline and 15 minutes of three specific conditions (awake, meditation or drowsiness). Statistical analysis was carried out which consisted of the Kruskal-Wallis (KW) non-parametric analysis of variance followed by post-hoc tests with Bonferroni alpha-correction. The results of this study revealed that a change in external awareness led to substantial differences in the spectral profile of the brain´s information flow as well as it´s connectedness.
Keywords
electroencephalography; statistical analysis; transfer functions; Bonferroni alpha-correction; DTF method; EEG coherence; EEG electrodes; Kruskal-Wallis nonparametric ANOVA; MVDR method; analysis of variance; awake state; brain region; directed transfer function method; drowsiness state; external awareness; information flow; meditation state; minimum variance distortionless response method; post-hoc tests; statistical analysis; Brain; Coherence; Couplings; Electrodes; Electroencephalography; MATLAB; Mathematical model;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location
Chicago, IL
ISSN
1557-170X
Type
conf
DOI
10.1109/EMBC.2014.6944858
Filename
6944858
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