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
Link To Document :
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