DocumentCode
3428387
Title
Reducing the impact of vibration-caused artifacts in a brain-computer interface using gyroscope data
Author
Mercep, Ljubo ; Spiegelberg, Gernot ; Knoll, Aaron
Author_Institution
Dept. of Robot. & Embedded Syst., Tech. Univ. Munchen, Munich, Germany
fYear
2013
fDate
1-4 July 2013
Firstpage
1753
Lastpage
1756
Abstract
We implemented an artifact prediction method for a saline-pad wireless electroencephalograph equipped with two-axis gyroscope used as a basic brain-computer interface (BCI). The BCI unit serves two purposes in the scope of the project Innotruck. Firstly, it enables remote control of vehicles and other systems over a limited set of trained mental activity. Secondly, it is a source of data for the passive analysis of the operator´s mental fitness, which is further integrated into the driver assistance systems. The latter aspect has been the focus of our work. Saline-pad electrodes used in consumer grade electronics are prone to errors stemming from vibrations and sudden head movements. The implemented approach successfully preconditions the signal processing pipeline to take such artifacts into account and reduces the later processing overhead.
Keywords
brain-computer interfaces; driver information systems; electrodes; electroencephalography; gyroscopes; medical signal processing; vibrations; BCI unit; EEG helm; Innotruck project; artifact prediction method; brain-computer interface; consumer grade electronics; driver assistance systems; gyroscope data; operators mental fitness passive analysis; saline-pad electrodes; saline-pad wireless electroencephalograph; signal processing pipeline; sudden head movements; two-axis gyroscope; vehicle remote control; vibration-caused artifacts impact reduction; Brain-computer interfaces; Electrodes; Electroencephalography; Gyroscopes; Vehicles; Vibrations; Wireless communication; brain-computer interface; driver assistance systems; electroencephalography; saline-pad; signal artifacts;
fLanguage
English
Publisher
ieee
Conference_Titel
EUROCON, 2013 IEEE
Conference_Location
Zagreb
Print_ISBN
978-1-4673-2230-0
Type
conf
DOI
10.1109/EUROCON.2013.6625214
Filename
6625214
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