• DocumentCode
    2314857
  • Title

    An investigation of robustness in independent component analysis EMG

  • Author

    Sueaseenak, Direk ; Chanwimalueang, Theerasak ; Sangworasil, Manas ; Pintavirooj, Chuchart

  • Author_Institution
    Dept. of Electron., King Mongkut´´s Inst. of Technol. Ladkrabang, Bangkok, Thailand
  • fYear
    2009
  • fDate
    6-9 May 2009
  • Firstpage
    1102
  • Lastpage
    1105
  • Abstract
    We developed a multi-channel electromyogram acquisition system using PSOC microcontroller to acquire multi-channel EMG signals. The two channel surface electrodes were used to measure and record EMG signals on forearm muscles. These two channels of EMG signals were performed a blind signal separation by using an independent component analysis (ICA) technique. The well known ICA algorithm called FASTICA is a useful method to separate two or more linear combination of source signals into statistically independent components. The results show that the ICA applied EMG is more robust than the without ICA applied EMG since the statistic variation is improved.
  • Keywords
    biomedical electrodes; biomedical electronics; biomedical measurement; data acquisition; electromyography; independent component analysis; microcontrollers; system-on-chip; EMG signal measurement; FASTICA; PSOC microcontroller; blind signal separation; forearm muscle; independent component analysis EMG; multichannel electromyogram acquisition system; statistic variation; statistically independent component; surface electrode; Biomedical engineering; Electrodes; Electromyography; Independent component analysis; Instruments; Microcontrollers; Muscles; Needles; Robustness; Wire;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology, 2009. ECTI-CON 2009. 6th International Conference on
  • Conference_Location
    Pattaya, Chonburi
  • Print_ISBN
    978-1-4244-3387-2
  • Electronic_ISBN
    978-1-4244-3388-9
  • Type

    conf

  • DOI
    10.1109/ECTICON.2009.5137237
  • Filename
    5137237