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Robust myoelectric interface for postural change, sweating and muscle fatigue based on spatio-temporal warping of time-series EMG signals

Research Project

Project/Area Number 25540085
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Human interface and interaction
Research InstitutionNara Institute of Science and Technology

Principal Investigator

MATSUBARA Takamitsu  奈良先端科学技術大学院大学, 情報科学研究科, 助教 (20508056)

Project Period (FY) 2013-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywords筋電ロボットインタフェース / 表面筋電位 / 動作識別 / 姿勢変化 / 時系列カーネル / カルバック・ライブラー制御
Outline of Final Research Achievements

In this study, we consider the development of myoelectric human-robot interfaces that enable intuitive control of complex robots based on the user intention estimated from myoelectric signals. More concretely, we propose a motion intention recognition method based on the surface Electromyography (SEMG), robust to the factors of 1) postural change, 2) sweating and 3) muscle fatigue, all of which can largely change the relationship between the sEMG signal and the motion intention. Our method is achieved with using pattern matching techniques, and without either other sensors for measuring the postural change, the sweating and muscle fatigue, or physiological models of human body. Through the subjective experiment under the postural change, the proposed method resulted in better performance than that of previous methods.

Report

(3 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • Research Products

    (3 results)

All 2014

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (2 results)

  • [Journal Article] 時空間整列カーネルによる姿勢変化に頑健なsEMG動作識別2014

    • Author(s)
      井林雅樹、松原崇充、杉本謙二
    • Journal Title

      電子情報通信学会論文誌

      Volume: Vol.J97-D, No.1

    • NAID

      110009687932

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 潜在カルバック・ライブラー制御とロボットの運動制御への応用2014

    • Author(s)
      松原崇充, Vicenc Gomez, Hilbert J. Kappen
    • Organizer
      第32回 日本ロボット学会学術講演会(RSJ2014)
    • Place of Presentation
      九州産業大学(福岡県福岡市)
    • Year and Date
      2014-09-04 – 2014-09-06
    • Related Report
      2014 Annual Research Report
  • [Presentation] Latent Kullback Leibler Control for Continuous-State Systems using Probabilistic Graphical Models2014

    • Author(s)
      Takamitsu Matsubara, Vicenc Gomez, Hilbert J. Kappen
    • Organizer
      The 30th Conference on Uncertainty in Artificial Intelligence (UAI 2014)
    • Place of Presentation
      Quebec City (Canada)
    • Year and Date
      2014-07-23 – 2014-07-27
    • Related Report
      2014 Annual Research Report

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Published: 2014-07-25   Modified: 2019-07-29  

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