• DocumentCode
    119574
  • Title

    A myoelectric control interface compensating for electrode displacements

  • Author

    Kataoka, I. ; Kondo, Toshiaki ; Truong Quang Dang Khoa

  • Author_Institution
    Dept. of Comput. & Inf. Sci., Tokyo Univ. of Agric. & Technol., Koganei, Japan
  • fYear
    2014
  • fDate
    26-27 March 2014
  • Firstpage
    57
  • Lastpage
    60
  • Abstract
    As a control interface for wearable computing devices, we focus on the use of surface electromyography (i.e., EMG), that have been adopted in several human interface research. However, electrode displacements caused by daily attachment/detachment are known as a drawback of the EMGbased interface, since it makes pattern classification unstable. In this study, we carefully investigated the relationship between the electrode displacements and degradation rate of pattern classification. As the result, we found a characteristic of the electrode displacements. According to the finding, we proposed a solution to the problem, which is based on the idea where a wearable device selects an appropriate classification model from the pre-trained classifiers when a user attaches the device. The availability of the proposed model selection method was also confirmed through experiments.
  • Keywords
    electromyography; interactive devices; signal classification; user interfaces; EMG-based interface; electrode displacements; human interface research; model selection method; myoelectric control interface; pattern classification; surface electromyography; wearable computing devices; Classification algorithms; Electromyography; Electronic mail; Indexes; System-on-chip;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Student Project Conference (ICT-ISPC), 2014 Third ICT International
  • Conference_Location
    Nakhon Pathom
  • Print_ISBN
    978-1-4799-5572-5
  • Type

    conf

  • DOI
    10.1109/ICT-ISPC.2014.6923217
  • Filename
    6923217