• DocumentCode
    2005898
  • Title

    User directional intention identification for a walking support walker: Adaptation to individual differences with fuzzy learning

  • Author

    Yinlai Jiang ; Shuoyu Wang ; Ishida, K. ; Kobayashi, Yoshiyuki ; Fujie, Masakatsu G.

  • Author_Institution
    Sch. of Syst. Eng., Kochi Univ. of Technol., Kochi, Japan
  • fYear
    2012
  • fDate
    20-24 Nov. 2012
  • Firstpage
    1207
  • Lastpage
    1210
  • Abstract
    Safety is required as well as usability when developing a human robot interface for a disabled user. We are developing an omni-directional walker (ODW) to support indoor movement for those who have walking disabilities. A novel method is proposed to recognize a user´s directional intention according to his/her forearm pressures to the ODW, which are measured by sensors embedded in the ODW´s armrest. Fuzzy rules are extracted from the relationship between forearm pressure and directional intention and an algorithm is proposed for directional intention identification based on distance-type fuzzy reasoning method (DTFRM). Furthermore, fuzzy learning is introduced to adapt to the individual difference in forearm pressures. The experiment results show that the reasoning results of the proposed method are consistent with the intended directions, and that fuzzy learning can reduce the reasoning errors caused by individual difference.
  • Keywords
    fuzzy reasoning; fuzzy set theory; handicapped aids; human-robot interaction; identification; indoor environment; learning (artificial intelligence); medical robotics; sensors; DTFRM; ODW armrest; disabled user; distance-type fuzzy reasoning method; forearm pressure; fuzzy learning; fuzzy rule extraction; human robot interface; indoor movement; omnidirectional walker; reasoning errors; user directional intention; user directional intention identification; walking disabilities; walking support walker; directional intention; disance-type fuzzy reasoning; fuzzy learning; human robot interface; omnidirectional;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Soft Computing and Intelligent Systems (SCIS) and 13th International Symposium on Advanced Intelligent Systems (ISIS), 2012 Joint 6th International Conference on
  • Conference_Location
    Kobe
  • Print_ISBN
    978-1-4673-2742-8
  • Type

    conf

  • DOI
    10.1109/SCIS-ISIS.2012.6505238
  • Filename
    6505238