• DocumentCode
    667056
  • Title

    Human touch behavior classification to therapy robot using SOM

  • Author

    Makino, Kosuke ; Samarathunga, Wasantha ; Abdelrahman, Hubais ; Jin-Hua She ; Ohyama, Yasuhiro ; Hashimoto, Hiroya

  • Author_Institution
    Grad. Sch. of Med. & Eng., Univ. of Yamanashi, Kofu, Japan
  • fYear
    2013
  • fDate
    10-13 Nov. 2013
  • Firstpage
    8283
  • Lastpage
    8287
  • Abstract
    In this research, a classification method for human touching behaviors to haptic therapy robot is proposed. It is difficult to apply explicit discrete representation for human touch behaviors such as “slap”, “pat” due to the existence of intermediate touch behavioral patterns. Therefore a new classification approach for human touch behaviors using Self Organizing Map (SOM) is proposed, using its ability to classify the nearby data in to a group. Further in this research the axis of out put maps are defined to be meaningful by specifying the initial placement of the input data during the training process.
  • Keywords
    emotion recognition; haptic interfaces; human-robot interaction; medical robotics; patient treatment; pattern classification; self-organising feature maps; SOM; classification approach; classification method; discrete representation; haptic therapy robot; human touch behavior classification; intermediate touch behavioral pattern; self organizing map; slap; Animals; Medical treatment; Organizing; Tactile sensors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics Society, IECON 2013 - 39th Annual Conference of the IEEE
  • Conference_Location
    Vienna
  • ISSN
    1553-572X
  • Type

    conf

  • DOI
    10.1109/IECON.2013.6700520
  • Filename
    6700520