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Exploring Possibility of Skill Scoring using Motion Sensory BigData

Research Project

Project/Area Number 15K12639
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Sports science
Research InstitutionUniversity of Tsukuba

Principal Investigator

Yamagiwa Shinichi  筑波大学, システム情報系, 准教授 (10574725)

Co-Investigator(Kenkyū-buntansha) 河原 吉伸  大阪大学, 産業科学研究所, 准教授 (00514796)
和田 耕一  筑波大学, システム情報系, 教授 (30175145)
山本 裕二  名古屋大学, 総合保健体育科学センター, 教授 (30191456)
門田 浩二  大阪大学, 医学系研究科, 助教 (50557220)
Co-Investigator(Renkei-kenkyūsha) HIRATA Chiaki  十文字学園女子大学, 人間生活学部, 准教授 (80438895)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2017: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords動きビッグデータ / スキルグルーピング / 人工知能 / 知的情報処理 / スポーツ科学 / 知識マイニング
Outline of Final Research Achievements

The popular applications in the sports market have been using human movement data acquired by small sensors. The conventional biomechanics and sports science field define human movement by mathematical average model derived from featured points of the movement. Parameters selected from the model are applied to the final model provision. However, if the model can be found without applying such parameters, breakthrough can be provided to the new movement analysis method that accelerates health management and skill analysis. This research project applies a machine learning approach to human movement bigdata such as movies and sensor data recorded from human movement and tries to find a new method that automatically build a skill model.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (7 results)

All 2016 2015 Other

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Acknowledgement Compliant: 1 results) Presentation (1 results) (of which Int'l Joint Research: 1 results) Remarks (2 results) Patent(Industrial Property Rights) (3 results) (of which Overseas: 1 results)

  • [Journal Article] Skill Grouping Method: Mining and Clustering Skill Differences from Body Movement BigData2015

    • Author(s)
      Shinichi Yamagiwa, Yoshinobu Kawahara, Noriyuki Tabuchi, Yoshinobu Watanabe and Takeshi Naruo
    • Journal Title

      Proceeding of IEEE International conference on BigData 2015

      Volume: 1 Pages: 2525-2534

    • DOI

      10.1109/bigdata.2015.7364049

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] Skill Grouping Method: Mining and Clustering Skill Differences from Body Movement BigData2015

    • Author(s)
      Shinichi Yamagiwa
    • Organizer
      IEEE International conference on BigData 2015
    • Place of Presentation
      Santa Clara, CA. USA
    • Year and Date
      2015-10-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Remarks] 動きのビッグデータから人工知能技術をつかって運動技能の獲得を支援する

    • URL

      http://www.tsukuba.ac.jp/attention-research/p201510281400.html

    • Related Report
      2015 Research-status Report
  • [Remarks] 動きのビッグデータから人工知能技術を使って運動技能の獲得を支援する

    • URL

      http://www.sanken.osaka-u.ac.jp/c_top_hot_topics/topics_20151028/

    • Related Report
      2015 Research-status Report
  • [Patent(Industrial Property Rights)] 評価情報提供システムおよび評価情報提供方法2016

    • Inventor(s)
      山際伸一,河原吉伸,田渕規之,渡辺良信,鳴尾丈司,清水雄一
    • Industrial Property Rights Holder
      筑波大学,大阪大学,美津濃株式会社
    • Industrial Property Rights Type
      特許
    • Filing Date
      2016-10-18
    • Related Report
      2016 Research-status Report
    • Overseas
  • [Patent(Industrial Property Rights)] 評価情報提供システムおよび評価情報提供方法2015

    • Inventor(s)
      山際伸一,河原吉伸,田渕規之,渡辺良信,鳴尾丈司,清水雄一
    • Industrial Property Rights Holder
      筑波大学,大阪大学,美津濃株式会社
    • Industrial Property Rights Type
      特許
    • Filing Date
      2015
    • Acquisition Date
      2017
    • Related Report
      2017 Annual Research Report
  • [Patent(Industrial Property Rights)] 評価情報提供システムおよび評価情報提供方法2015

    • Inventor(s)
      山際伸一,河原吉伸,田渕規之,渡辺良信,鳴尾丈司,清水雄一
    • Industrial Property Rights Holder
      筑波大学, 大阪大学, 美津濃株式会社
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2015-207449
    • Filing Date
      2015-10-21
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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