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Basic research on an auxiliary system of Sit-to-Stand motion using lower limb EMG based on fast statisticl learning

Research Project

Project/Area Number 25350669
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Rehabilitation science/Welfare engineering
Research InstitutionThe University of Tokushima

Principal Investigator

Fukumi Minoru  徳島大学, ソシオテクノサイエンス研究部, 教授 (80199265)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2013: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords筋肉電位 / Simple-PCA / Simple-FLDA / 統計学習 / 足首動作
Outline of Final Research Achievements

In this research, a system to recognize ankle motions and to model a Sit-to-Stand motion using ankle EMG signals is developed for power-support devices. First, three motions of ankle, neutral, doesiflexion and plantar flexion using ankle EMG signals are recognized and 95% high accuracy is obtained for on-line experiments. Next, the Sit-to-Stand motion including three motions of ankle is recognized. The Sit-to-Stand motion is then divided into three motions. As a result, 62% accuracy is obtained and it is worse than that of three ankle motions. And also data distribution analysis in eigenspace showed that EMG data of Sit-to-Stand motion and that of three ankle motions measured at ankle are different. In the future, accuracy improvement including a normalization method for ankle EMG data for the Sit-to-Stand motion is needed.

Report

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

    (5 results)

All 2016 2015 2013

All Presentation (5 results) (of which Int'l Joint Research: 1 results)

  • [Presentation] Japanese Janken Recognition by Support Vector Machine Based on Electromyogram of Wrist2016

    • Author(s)
      Daiki Hiraoka, Shin-ichi Ito, Momoyo Ito and Minoru Fukumi
    • Organizer
      2016 8th International Conference on Knowlodge and Smart Technology
    • Place of Presentation
      Kantary Hills Hotel (Chiang mai, Thailand)
    • Year and Date
      2016-02-03
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] On-line Recognition of Finger Motions Using Wrist EMG and Simple-PCA2015

    • Author(s)
      T.Funabashi, Momoyo Ito, Shin-ichi Ito, and Minoru Fukumi
    • Organizer
      Asian Control Conference 2015
    • Place of Presentation
      Sutera Harbour Resort(Kota Kinabalu,Malaysia)
    • Year and Date
      2015-05-31 – 2015-06-03
    • Related Report
      2014 Research-status Report
  • [Presentation] 5.BCIのための簡易計測装置を用いた生体信号の解析2013

    • Author(s)
      尾山匡浩,Stephen G. Karungaru,柘植 覚,福見 稔
    • Organizer
      電気学会C部門大会
    • Place of Presentation
      北見工業大学(北海道)
    • Related Report
      2013 Research-status Report
  • [Presentation] 足首の筋電による足首の動作の分2013

    • Author(s)
      山村祐介,伊藤桃代,伊藤伸一,福見稔
    • Organizer
      日本生体医工学会中国四国支部大会
    • Place of Presentation
      愛媛大学(愛媛県)
    • Related Report
      2013 Research-status Report
  • [Presentation] Implementation of EOG Mouse Using Learning Vector Quantization and EOG-feature Based Methods2013

    • Author(s)
      P.Zhang, M.Ito, S-i, Ito, M.Fukumi
    • Organizer
      ICSPC国際会議
    • Place of Presentation
      IMPIANA HOTEL(マレーシア,クアラルンプール)
    • Related Report
      2013 Research-status Report

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

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