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Estimation System of Hand Motions and Speeds for Practical Myoelectric Prosthetic Hand

Research Project

Project/Area Number 24700593
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Rehabilitation science/Welfare engineering
Research InstitutionJapan Advanced Institute of Science and Technology

Principal Investigator

Suemitsu Atsuo  北陸先端科学技術大学院大学, 情報科学研究科, 助教 (20422199)

Research Collaborator MORITA Masahiko  
HORIE Kazumasa  
Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords医療・福祉 / 生体機能代行 / 筋電義手 / ニューラルネット
Outline of Final Research Achievements

Estimating not only hand motions but also their speeds from the surface electromyogram (sEMG) is required in order to operate a myoelectric prosthetic hand like human hand. In this study, we constructed an estimation system of types and speeds for six hand motions (wrist flexion, wrist extension, grasping, opening up, wrist supination, and wrist pronation) from multi-channel sEMG signals. Furthermore, we also conducted a system that can estimate joint angular velocities from multi-channel sEMG signals for handling numerous motions. Experimental results showed that both of the proposed systems achieved higher estimation accuracy than conventional methods.

Report

(5 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (4 results)

All 2016 2014 2012 Other

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Acknowledgement Compliant: 2 results,  Open Access: 1 results) Presentation (2 results)

  • [Journal Article] Estimation of Wrist Angular Velocities from Surface Electromyogram Using a Selective Desensitization Neural Network2016

    • Author(s)
      堀江和正,末光厚夫,丹野智博,森田昌彦
    • Journal Title

      電子情報通信学会論文誌D 情報・システム

      Volume: J99-D Issue: 6 Pages: 617-629

    • DOI

      10.14923/transinfj.2015JDP7081

    • ISSN
      1880-4535, 1881-0225
    • Year and Date
      2016-06-01
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Direct Estimation of Hand Motion Speed from Surface Electromyograms Using a Selective Desensitization Neural Network2014

    • Author(s)
      Kazumasa Horie, Atsuo Suemitsu, Masahiko Morita
    • Journal Title

      Journal of Signal Processing

      Volume: 18 Issue: 4 Pages: 225-228

    • DOI

      10.2299/jsp.18.225

    • NAID

      130004678189

    • ISSN
      1342-6230, 1880-1013
    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Half-vs-Half法を適用した選択的不感化ニューラルネットによる筋電パターンの多クラス分類2012

    • Author(s)
      堀江和正,末光厚夫,森田昌彦
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      沖縄科学技術大学院大学(沖縄県)
    • Related Report
      2012 Research-status Report
  • [Presentation] Direct estimation of hand motion speed from surface EMG using selective desensitization neural network

    • Author(s)
      Kazumasa Horie, Atsuo Suemitsu, Masahiko Morita
    • Organizer
      2014 RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing
    • Place of Presentation
      Waikiki Beach Marriott Resort and Spa, Honolulu, USA
    • Related Report
      2013 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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