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2013 Fiscal Year Final Research Report

Research on New Interface Using Wrist and Ankle EMG

Research Project

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Project/Area Number 22500202
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Sensitivity informatics/Soft computing
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) 2010-10-20 – 2014-03-31
Keywords筋肉電位(EMG) / 統計学習法 / Simple-FLDA
Research Abstract

In this research, first, a simple Kernel Discriminant Analysis (Simple-FLDA) for higher recognition performance by applying a kernel trick to the linear Simple-FLDA (Fisher Linear Discriminant Analysis) is developed. The Simple-FLDA algorithm is composed with simple calculations, but in recognition experiments using the UCI datasets as well as face image dataset; its features equal or surpass those of the Simple-FLDA algorithm.
Next, finger motions of the Janken "rock", "Scissors", "paper" and when not doing anything "neutral" were recognized by using wrist EMG signals. Off-line recognition and On-line recognition accuracies are 80% and 70%, respectively. Furthermore, three ankle motions were recognized by using ankle EMG signals. In this experiment, feature vectors are generated by On-line training using the Simple FLDA. Recognition accuracy is greater than 95%.

  • Research Products

    (14 results)

All 2013 2012 2011

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (12 results)

  • [Journal Article] A Nonlinear Learning Algorithm for Large Scale Datasets2013

    • Author(s)
      Yohei Takeuchi, Shin-ichi Ito, Momoyo Ito and Minoru Fukumi
    • Journal Title

      Internstional Journal of Engineering and Innovative Technology

      Volume: Vol.2, No.7 Pages: 407-412

    • URL

      http://www.ijeit.com/

    • Peer Reviewed
  • [Journal Article] Novel Approximate Statistical Algorithm for Large Complex Datasets2012

    • Author(s)
      Yohei Takeuchi, Momoyo Ito and Minoru Fukumi
    • Journal Title

      International Journal of Machine Learning and Computing

      Volume: Vol.2, No.5 Pages: 720-724

    • DOI

      10.7763/IJMLC.2012.V2.222

    • Peer Reviewed
  • [Presentation] 足首の筋電による足首の動作の分類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), (11頁)
    • Year and Date
      2013-10-19
  • [Presentation] Nonlinear Eigenspace Models Based on Fast Statistical Learning Algorithm2012

    • Author(s)
      Yohei Takeuchi, Momoyo Ito and Minoru Fukumi
    • Organizer
      Proceedings of IASTED International conference on Software Engineering and Applications
    • Place of Presentation
      Marriott Las Vegas Resort and Spa Hotel (Las Vegas, USA), (pp.274-278)
    • Year and Date
      2012-11-13
  • [Presentation] Decision of Two Alternatives by EEG using Genetic Algorithm, Proceedings of International Technical Conference on Circuits/Systems2012

    • Author(s)
      Yoshimi Miki, Yohei Takeuchi, Momoyo Ito and Minoru Fukumi
    • Organizer
      Computers and Communications (CD-R)
    • Place of Presentation
      International convention center(Sapporo, Hokkaido), (D-T3-05)
    • Year and Date
      2012-07-17
  • [Presentation] 非線形空間における繰り返し演算型判別分析2012

    • Author(s)
      竹内洋平, 伊藤桃代, 福見稔
    • Organizer
      信学技報
    • Place of Presentation
      秋田市民交流プラザ(秋田県), (Vol.112, No.69, 59-64頁)
    • Year and Date
      2012-05-29
  • [Presentation] Recognition of Finger Motion by Wrist EMG, Proceeding of 2012 International Workshop on Nonlinear Circuits2012

    • Author(s)
      Takahide Funabashi, Yohei Takeuchi, Momoyo Ito, Koji Kashihara and Minoru Fukumi
    • Organizer
      Communication and Signal Processing NCSP'12
    • Place of Presentation
      Waikiki Beach Marriott Resort and Spa Hotel(Honolulu, USA), (pp.433-436)
    • Year and Date
      2012-03-02
  • [Presentation] Classification of Ankle Motions by EMG2012

    • Author(s)
      Yusuke Yamamura, Yohei Takeuchi, Momoyo Ito, Koji Kashihara and Minoru Fukumi
    • Organizer
      Proceeding of 2012 International Workshop on Nonlinear Circuits, Communication and Signal Processing NCSP'12
    • Place of Presentation
      Waikiki Beach Marriott Resort and Spa Hotel(Honolulu, USA), (pp.285-288)
    • Year and Date
      2012-03-02
  • [Presentation] A Novel Nonlinear Discriminant Analysis by Iterative Operations2012

    • Author(s)
      Yohei Takeuchi, Momoyo Ito, Koji Kashihara and Minoru Fukumi
    • Organizer
      Proceeding of 2012 International Workshop on Nonlinear Circuits, Communication and Signal Processing NCSP'12
    • Place of Presentation
      Waikiki Beach Marriott Resort and Spa Hotel(Honolulu, USA), (pp.104-107)
    • Year and Date
      2012-03-02
  • [Presentation] EMGを用いた指の動作識別2011

    • Author(s)
      舟橋孝秀, 伊藤桃代, 柏原考爾, 福見稔
    • Organizer
      計測自動制御学会四国支部講演会
    • Place of Presentation
      徳島大学工業会館(徳島県), (No.PS2-23)
    • Year and Date
      2011-11-11
  • [Presentation] 繰り返し演算による教師あり特徴抽出手法の開発2011

    • Author(s)
      竹内洋平, 伊藤桃代, 柏原考爾, 福見稔
    • Organizer
      高速信号処理応用技術学会研究会
    • Place of Presentation
      高知工科大学(高知県), (10-11頁)
    • Year and Date
      2011-08-23
  • [Presentation] Novel Supervised Feature Extraction Algorithm Based on Iterative Calculations2011

    • Author(s)
      Yohei Takeuchi, Momoyo Ito, Koji Kashihara and Minoru Fukumi
    • Organizer
      Proc. of The IEEE International Conference on Information Reuse and Integration (IRI2011)
    • Place of Presentation
      Tuscany Suites & Casino Hotel (Las Vegas,USA), (pp.304-308)
    • Year and Date
      2011-08-04
  • [Presentation] Supervised Feature Extraction Algorithm by Iterative Calculations2011

    • Author(s)
      Yohei Takeuchi, Momoyo Ito, Koji Kashihara and Minoru Fukumi
    • Organizer
      Proc. of The 2nd Conference on Next Generation Information Technology (ICNIT2011)
    • Place of Presentation
      Gyeongju Hilton Hotel (Gyounju, Korea), (pp.46-49)
    • Year and Date
      2011-06-22
  • [Presentation] Novel Approximate Stastical Learning Algorithm for Large Complex Datasets2011

    • Author(s)
      Yohei Takeuchi, Momoyo Ito and Minoru Fukumi
    • Organizer
      Proc. of 2011 3rd IEEE International Conference on Machine Learning and Computing (ICMLC'2011)
    • Place of Presentation
      Quality Hotel (Singapore), (Vol.3, pp.236-239)
    • Year and Date
      2011-02-27

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Published: 2015-07-16  

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