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Motion Estimation System for Myoelectric Prosthetic Hand Based on a Hippocampus Neural Network

Research Project

Project/Area Number 21700576
Research Category

Grant-in-Aid for Young Scientists (B)

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

Principal Investigator

SUEMITSU Atsuo  Japan Advanced Institute of Science and Technology, 情報科学研究科, 助教 (20422199)

Project Period (FY) 2009 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2010: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2009: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords医療・福祉 / 脳・神経 / 生体機能代行 / 筋電義手 / ニューラルネット
Research Abstract

In this study, we constructed a motion estimation system for practical myoelectric prosthetic hands based on a hippocampus neural network we have previously proposed. The proposed system can classify six hand motions (wrist flexion, wrist extension, grasping, opening up, wrist supination, and wrist pronation) with an average of about 95% accuracy by using surface electromyogram signals. In addition, it does not require the large number of training data samples, the user to position sensors on optimal locations, and the user to be trained in advance.

Report

(3 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • Research Products

    (6 results)

All 2010

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (4 results)

  • [Journal Article] Practical surface EMG patternclassification by using a selectivedesensitization neural network2010

    • Author(s)
      Kawata Hiroshi, Tanaka Fumihide,Suemitsu Atsuo, Morita Masahiko
    • Journal Title

      Lecture Notes in Computer Science 6444

      Pages: 42-49

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Practical surface EMG pattern classification by using a selective desensitization neural network2010

    • Author(s)
      Kawata, H., Tanaka, F., Suemitsu, A., Morita M.
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 6444 Pages: 42-49

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] 選択的不感化ニューラルネットを用いた表面筋電位信号からの手の動作識別2010

    • Author(s)
      川田浩史, 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
    • Year and Date
      2010-06-18
    • Related Report
      2010 Final Research Report
  • [Presentation] 選択的不感化ニューラルネットを用いた表面筋電位信号からの手の動作識別2010

    • Author(s)
      川田浩史, 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
      琉球大学(沖縄)
    • Year and Date
      2010-06-18
    • Related Report
      2010 Annual Research Report
  • [Presentation] 選択的不感化ニューラルネットを用いた表面筋電位信号からの手の動作推定2010

    • Author(s)
      川田浩史, 山根健, 末光厚夫, 森田昌彦
    • Organizer
      情報処理学会創立50周年記念(第72回)全国大会
    • Place of Presentation
      東京
    • Year and Date
      2010-03-10
    • Related Report
      2010 Final Research Report
  • [Presentation] 選択的不感化ニューラルネットを用いた表面筋電位信号からの手の動作推定2010

    • Author(s)
      川田浩史, 山根健, 末光厚夫, 森田昌彦
    • Organizer
      情報処理学会創立50周年記念(第72回)全国大会
    • Place of Presentation
      東京大学
    • Year and Date
      2010-03-10
    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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