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Estimation of player's condition in sports using wearable bioelectrodes

Research Project

Project/Area Number 16H06687
Research Category

Grant-in-Aid for Research Activity Start-up

Allocation TypeSingle-year Grants
Research Field Developmental mechanisms and the body works
Research InstitutionThe University of Tokyo

Principal Investigator

Ijiri Tetsuya  東京大学, 大学院総合文化研究科, 助教 (10784431)

Project Period (FY) 2016-08-26 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywordsスポーツ / メンタル / ウェアラブルセンサ / 緊張 / 情動 / 心電図 / 加速度 / 生体信号処理 / ウェアラブル生体電極 / 心拍数 / 自律神経 / 真剣勝負 / ウェアラブルセンサー
Outline of Final Research Achievements

Different physical and mental conditions cause the human heart rate to fluctuate. However, it is difficult to record physiological data in real sports situations without impeding an athlete’s movement, and no effective method has been established for quantifying changes in an athlete’s heart rate that are unrelated to exercise intensity. Using a recently developed wearable bioelectrode (“hitoe”), we performed electrocardiographic and bodily acceleration measurements on baseball and basketball players during actual practice and game situations. We constructed a linear regression model that accurately predicts each player’s current heart rate using acceleration data. By subtracting the estimated heart rates (“physical HR”) from actually measured HR, we estimated mentally affected heart rate of the players during a game. Our proposed method effectively detected increases in the players’ heart rates that were related to the game situations rather than to the exercise intensity.

Report

(3 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • Research Products

    (9 results)

All 2017 2016

All Journal Article (5 results) (of which Peer Reviewed: 3 results,  Open Access: 1 results) Presentation (4 results) (of which Invited: 1 results)

  • [Journal Article] 特集 ウェアラブル端末, 6章 ウェアラブルセンサを活用したスポーツシーンでの心身状態の解読とフィードバック.2017

    • Author(s)
      持田岳美, 木村聡貴, 井尻哲也, 柏野牧夫
    • Journal Title

      映像情報メディア学会誌

      Volume: 71-3 Pages: 301-305

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Timing Control Strategy in Baseball Batting2017

    • Author(s)
      井尻哲也、中澤公孝
    • Journal Title

      The Brain & Neural Networks

      Volume: 24 Issue: 3 Pages: 124-131

    • DOI

      10.3902/jnns.24.124

    • NAID

      130006189584

    • ISSN
      1340-766X, 1883-0455
    • Related Report
      2017 Annual Research Report
  • [Journal Article] ウェアラブルセンサを用いたスポーツ中の心身状態の解読と調整 -潜在脳機能に基づくスポーツ上達支援を目指して-2016

    • Author(s)
      柏野 牧夫, 持田 岳美, 井尻 哲也, 木村 聡貴
    • Journal Title

      バイオメカニクス研究

      Volume: 19 Pages: 230-239

    • Related Report
      2016 Annual Research Report
  • [Journal Article] 小特集 ICTで強くなる・健康になる, 情報科学でスポーツパフォーマンス向上を支援する2016

    • Author(s)
      木村 聡貴, 持田 岳美, 井尻 哲也, 柏野 牧夫
    • Journal Title

      電子情報通信学会 通信ソサイエティマガジン

      Volume: 37 Pages: 23-28

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Body-mind Sonification to Improve Players Actions in Sports2016

    • Author(s)
      Toshitaka Kimura, Takemi Mochida, Tetsuya Ijiri, Makio Kashino
    • Journal Title

      NTT Technical Review

      Volume: 14 Pages: 1-7

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] チームスポーツにおける試合中の心理的要因による心拍変動量の定量評価2017

    • Author(s)
      井尻哲也、石飛博之、高橋正仁、中澤公孝
    • Organizer
      第72回日本体力医学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] ウェアラブルセンサーを用いて試合中の緊張量を定量評価する新手法の提案2016

    • Author(s)
      井尻哲也,木村聡貴,柏野牧夫
    • Organizer
      日本野球科学研究会第4回大会
    • Place of Presentation
      東京大学(東京都目黒区)
    • Year and Date
      2016-12-03
    • Related Report
      2016 Annual Research Report
  • [Presentation] ウェアラブル生体電極を用いて試合中のアスリートの心理的要因による心拍変動量を定量評価する2016

    • Author(s)
      井尻哲也,木村聡貴,柏野牧夫
    • Organizer
      第71回日本体力医学会大会
    • Place of Presentation
      いわて県民情報交流センター(岩手県盛岡市)
    • Year and Date
      2016-09-23
    • Related Report
      2016 Annual Research Report
  • [Presentation] ウェアラブル生体電極を用いた生体信号の計測と分析手法 ~スポーツ実戦環境におけるアスリートの心理状態と自律神経活動推定法の開発に向けて~2016

    • Author(s)
      井尻哲也
    • Organizer
      理化学研究所分子イメージングセミナー
    • Place of Presentation
      理化学研究所(兵庫県神戸市)
    • Related Report
      2016 Annual Research Report
    • Invited

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Published: 2016-09-02   Modified: 2019-03-29  

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