DocumentCode
2915367
Title
Estimation of alertness levels with changes in decibel scale wavelength of EEG during dual-task simulation of auditory sonar target detection
Author
Arjunan, Sridhar P. ; Kumar, D. Krishna ; Jung, Tzyy-Ping
Author_Institution
Sch. of Electr. & Comput. Eng., RMIT Univ., Melbourne, VIC, Australia
fYear
2010
fDate
Aug. 31 2010-Sept. 4 2010
Firstpage
4444
Lastpage
4447
Abstract
Changes in alertness levels can have dire consequences for people operating and controlling motorized equipment. Past research studies have shown the relationship of Electroencephalogram (EEG) with alertness of the person. This research reports the fractal analysis of EEG and estimation of the alertness levels of the individual based on the changes in the maximum fractal length (MFL) of EEG. The results indicate that MFL of only 2 channels of EEG can be used to identify the loss of alertness of the individual with mean (inverse) correlation coefficient = 0.82. This study has also reported that using the changes in MFL of EEG, the changes in alertness level of a person was estimated with a mean correlation coefficient = 0.69.
Keywords
electroencephalography; fractals; hearing; medical signal processing; sonar detection; EEG; alertness levels; auditory sonar target detection; decibel scale wavelength; dual-task simulation; electroencephalogram; fractal analysis; maximum fractal length; mean correlation coefficient; Channel estimation; Correlation; Electroencephalography; Error analysis; Estimation; Fractals; Wavelength measurement; Acoustic Stimulation; Adolescent; Adult; Algorithms; Arousal; Attention; Electroencephalography; Evoked Potentials, Auditory; Female; Humans; Male; Reproducibility of Results; Sensitivity and Specificity; Sound Localization; Task Performance and Analysis; Young Adult;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location
Buenos Aires
ISSN
1557-170X
Print_ISBN
978-1-4244-4123-5
Type
conf
DOI
10.1109/IEMBS.2010.5625948
Filename
5625948
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