DocumentCode
2705422
Title
Multi-Scale EEG Brain Dynamics During Sustained Attention Tasks
Author
Ruey-Song Huang ; Tzyy-Ping Jung ; Makeig, Scott
Author_Institution
Swartz Center for Comput. Neuroscience, California Univ., San Diego, La Jolla, CA, USA
Volume
4
fYear
2007
fDate
15-20 April 2007
Abstract
We present a novel experimental paradigm and data analysis methodology for studying brain dynamics during sustained-attention tasks. 256-channel EEG data were recorded while subjects participated in hour-long simulated driving sessions. Every few seconds, the vehicle drifted away from the center of the left lane, and subjects were instructed to steer back to the lane center. The error of each drifting event was measured by the maximum absolute distance from the vehicle´s position at deviation onset. EEG data were analyzed using independent component analysis and time-frequency analysis. An independent component with equivalent dipole sources located bilaterally in lateral occipital cortex exhibited multi-scale brain dynamics. Tonic (~20s) alpha-band power increased in high-error compared to low-error epochs, while phasic (~1s) alpha power was suppressed briefly after deviation onset, then increased strongly just before response offset. Other components also exhibited distinct tonic and/or phasic activity patterns relating to deviation onsets or response onsets.
Keywords
data analysis; electroencephalography; independent component analysis; medical signal processing; time-frequency analysis; 256-channel EEG data; alpha-band power; data analysis methodology; equivalent dipole sources; hour-long simulated driving sessions; independent component analysis; lateral occipital cortex; multi-scale EEG brain dynamics; phasic activity patterns; sustained attention tasks; time-frequency analysis; Analytical models; Brain modeling; Computational modeling; Data analysis; Electroencephalography; Enterprise resource planning; Independent component analysis; Road transportation; Vehicle dynamics; Vehicles; EEG; ICA; brain dynamics; phasic; tonic;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location
Honolulu, HI
ISSN
1520-6149
Print_ISBN
1-4244-0727-3
Type
conf
DOI
10.1109/ICASSP.2007.367284
Filename
4218315
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