• 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