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Personal adaptive method to assess mental stress during daily life using long-term recorded physiological signals

Research Project

Project/Area Number 21700683
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Applied health science
Research InstitutionNational Institute of Advanced Industrial Science and Technology

Principal Investigator

YOSHINO Kohzoh  National Institute of Advanced Industrial Science and Technology, 健康工学研究部門, 研究員 (10358343)

Project Period (FY) 2009 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2010: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2009: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Keywords心拍 / 気分 / ライフログ / 日常生活 / 学習 / 自律神経系 / 人間 / 心拍変動 / ライフロク゛
Research Abstract

The aim of this study is to present a method of assessing psychological tension that is optimized to every individual on the basis of the heart rate variability (HRV) data which, to eliminate the influence of the inter-individual variability, are measured in a long time (two months) period during daily life. The multiple linear regression model that estimates tension from the scores for principal components of heart rate variability indices were then constructed for each individual after eliminating the effects of body movement and circadian rhythm. The data were divided into training data set and test data set in accordance with the 5-fold cross validation method. Multiple linear regression coefficients were determined using the training data set, and with the optimized model its generalization capability was checked using the test data set. The subjects mean was r=0.51 with the training data set and r=0.42 with the test data set.

Report

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

    (18 results)

All 2011 2010 2009

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (13 results) Book (1 results)

  • [Journal Article] 若年男性の就寝前唾液コルチゾール濃度と自律神経系活動バランスとの相関性2011

    • Author(s)
      吉野公三、斎藤芳郎、地頭所眞美子、吉田康一
    • Journal Title

      ストレス科学研究 26巻

      Pages: 48-52

    • NAID

      130004949045

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 若年男性の就寝前唾液コルチゾール濃度と自律神経系活動バランスとの相関性2011

    • Author(s)
      吉野公三, 斎藤芳郎, 地頭所眞美子, 吉田康一
    • Journal Title

      ストレス科学研究

      Volume: 26(掲載確定)

    • NAID

      130004949045

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Effect of mood dur ing daily life on autonomic nervous act ivity balance during subsequent sleep2009

    • Author(s)
      吉野公三、松岡克典
    • Journal Title

      Autonomic Neuroscience Vol.150

      Pages: 147-149

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Effect of mood during daily life on autonomic nervous activity balance during subsequent sleep2009

    • Author(s)
      吉野公三, 松岡克典
    • Journal Title

      Autonomic Neuroscience 150巻

      Pages: 147-149

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] 健常若年男性の就寝前の自律神経系活動と唾液コルチゾール濃度との相関性2011

    • Author(s)
      吉野公三、斎藤芳郎、地頭所眞美子、吉田康一
    • Organizer
      第50回日本生体医工学会大会
    • Place of Presentation
      東京
    • Year and Date
      2011-05-01
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] 生理情報を用いたストレス状態評価と数理モデル2011

    • Author(s)
      吉野公三
    • Organizer
      第2回デザインバイオニクス講演会
    • Place of Presentation
      大阪
    • Year and Date
      2011-03-29
    • Related Report
      2010 Final Research Report
  • [Presentation] Mental state assessment using physiological signals2010

    • Author(s)
      吉野公三
    • Organizer
      7th International Conference on Ubiquitous Healthcare (u-Healthcare 2010)(招待講演)
    • Place of Presentation
      韓国
    • Year and Date
      2010-10-28
    • Related Report
      2010 Final Research Report
  • [Presentation] Mental state assessment using physiological signals2010

    • Author(s)
      吉野公三
    • Organizer
      7th International Conference on Ubiquitous Healthcare (u-Healthcare 2010)
    • Place of Presentation
      韓国(招待講演)
    • Year and Date
      2010-10-28
    • Related Report
      2010 Annual Research Report
  • [Presentation] 長期間の日常生活中の生理心理計測に基づく個人適合型緊張感推定法2010

    • Author(s)
      吉野公三、松岡克典
    • Organizer
      第25回生体・生理工学シンポジウム
    • Place of Presentation
      岡山
    • Year and Date
      2010-09-23
    • Related Report
      2010 Final Research Report
  • [Presentation] 長期間の日常生活中の生理心理計測に基づく個人適合型緊張感推定法2010

    • Author(s)
      吉野公三, 松岡克典
    • Organizer
      第25回生体・生理工学シンポジウム
    • Place of Presentation
      岡山,済州島
    • Year and Date
      2010-09-23
    • Related Report
      2010 Annual Research Report
  • [Presentation] Optimization of psychological tension assessment method to individuals using heart rate variability2010

    • Author(s)
      吉野公三、松岡克典
    • Organizer
      15th World Congress of Psychophysiology
    • Place of Presentation
      ハンガリー
    • Year and Date
      2010-09-02
    • Related Report
      2010 Final Research Report
  • [Presentation] Optimization of psychological tension assessment method to individuals using heart rate variability2010

    • Author(s)
      吉野公三, 松岡克典
    • Organizer
      15th World Congress of Psychophysiology
    • Place of Presentation
      ハンガリー,ブダペスト
    • Year and Date
      2010-09-02
    • Related Report
      2010 Annual Research Report
  • [Presentation] Personal adaptive method to estimate psychological tension using heart rate variability2010

    • Author(s)
      吉野公三、松岡克典
    • Organizer
      第49回日本生体医工学会大会
    • Place of Presentation
      大阪
    • Year and Date
      2010-06-26
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] Effects of mood on sympathovagal balance during daily life and sleep2009

    • Author(s)
      吉野公三、松岡克典
    • Organizer
      20th World Congress on Psychosomatic Medicine
    • Place of Presentation
      イタリア
    • Year and Date
      2009-09-26
    • Related Report
      2010 Final Research Report
  • [Presentation] Effects of mood on sympathovagal balance during daily life and sleep2009

    • Author(s)
      吉野公三, 松岡克典
    • Organizer
      20th World Congress on Psychosomatic Medicine
    • Place of Presentation
      トリノ,イタリア
    • Year and Date
      2009-09-26
    • Related Report
      2009 Annual Research Report
  • [Presentation] 仮想空間と現実空間における生理反応を用いた心理評価に関する取り組み2009

    • Author(s)
      吉野公三、松岡克典
    • Organizer
      日本人間工学会第50回記念大会
    • Place of Presentation
      つくば
    • Year and Date
      2009-06-11
    • Related Report
      2010 Final Research Report
  • [Presentation] 日常生活中の気分状態と就寝後の自律神経系活動との相関性2009

    • Author(s)
      吉野公三、松岡克典
    • Organizer
      第48回日本生体医工学会大会
    • Place of Presentation
      東京
    • Year and Date
      2009-04-25
    • Related Report
      2010 Final Research Report
  • [Book] ヒューマンインタフェースのための計測と制御(共著、第2章「生理応答」)2009

    • Author(s)
      吉野公三
    • Publisher
      シーエムシー出版
    • Related Report
      2010 Final Research Report

URL: 

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

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