• DocumentCode
    150433
  • Title

    fNIRS based dual movement control command generation using prefrontal brain activity

  • Author

    Khan, M. Jawad ; Keum-Shik Hong ; Bhutta, M. Raheel ; Naseer, Noman

  • Author_Institution
    Dept. of Cogno-Mechatron. Eng., Pusan Nat. Univ., Busan, South Korea
  • fYear
    2014
  • fDate
    22-24 April 2014
  • Firstpage
    244
  • Lastpage
    248
  • Abstract
    In this paper we have classified two movement intensions (left and right) using mental arithmetic and mental counting for development of brain-computer interface (BCI). Mental arithmetic task was associated to left movement intension and right movement intension was acquired using mental counting. The brain signals of four healthy subjects were acquired using functional near-infrared spectroscopy (fNIRS). Here we found the difference between mental counting and mental arithmetic significant enough to be associated to movement intensions. linear descriminant analysis was used to classify the concentrated changes in oxygenated and deoxygenated hemoglobin changes using online analysis. The results indicate that highest classification accuracy of 79 % was achieved for left vs. right trials, showing that the suggested method can be used for the discrimination of movement commands using fNIRS for BCI and we purpose this method the patients having problem in visualizing motor imageries.
  • Keywords
    brain-computer interfaces; infrared spectroscopy; BCI; brain-computer interface; deoxygenated hemoglobin changes; fNIRS based dual movement control command generation; functional near-infrared spectroscopy; linear discriminant analysis; mental arithmetic; mental counting; movement intensions; online analysis; prefrontal brain activity; Accuracy; Brain; Brain-computer interfaces; Decoding; Detectors; Market research; Spectroscopy; Brain-computer interface (BCI); Near infra-red spectroscopy; linear descriminant analysis (LDA); mental arithmetic; mental counting;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Emerging Allied Technologies in Engineering (iCREATE), 2014 International Conference on
  • Conference_Location
    Islamabad
  • Print_ISBN
    978-1-4799-5131-4
  • Type

    conf

  • DOI
    10.1109/iCREATE.2014.6828373
  • Filename
    6828373