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Sleep stage estimation by specifying latent structure of heartbeat data

Research Project

Project/Area Number 15K12105
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Soft computing
Research InstitutionThe University of Electro-Communications

Principal Investigator

TAKADAMA Keiki  電気通信大学, 大学院情報理工学研究科, 教授 (20345367)

Project Period (FY) 2015-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsソフトコンピューティング / 機械学習 / 睡眠段階推定 / 人工知能
Outline of Final Research Achievements

This research focuses on the sleep stage estimation method without connecting any devices to human body, and improves its estimation capability even in bad health condition, aging process, and sleep disorder. Since a sleep rhythm or deepness is affected by health condition, aging, and/or sleep disorder, this research proposed the approach of mining the latent structure of heartbeat data (called the sleep property) to specify the common sleep property as a combination of the frequency components of the ultradian rhythm (i.e., a cycle of non-REM and REM sleep) derived from the heartbeat data. To investigate the effectiveness of the proposed approach, we conducted the human subject experiments which revealed that the improved sleep stage estimation method based on the proposed approach is robust to bad health condition, adapts to aging, and copes with sleep disorder.

Report

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

    (23 results)

All 2017 2016 2015 Other

All Int'l Joint Research (3 results) Journal Article (2 results) (of which Peer Reviewed: 2 results,  Acknowledgement Compliant: 1 results) Presentation (16 results) (of which Int'l Joint Research: 7 results) Patent(Industrial Property Rights) (2 results) (of which Overseas: 1 results)

  • [Int'l Joint Research] Stanford University(U.S.A.)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] University of Bristol(英国)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] Stanford University(米国)

    • Related Report
      2015 Research-status Report
  • [Journal Article] 快眠を導く音とは:心拍・呼吸に連動した音の睡眠への影響2016

    • Author(s)
      高玉 圭樹 (村田 暁紀,上野 史,田島 友祐,原田 智広)
    • Journal Title

      人工知能学会誌

      Volume: 31(3) Pages: 383-388

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Evolutionary algorithms for uncertain evaluation functions,2015

    • Author(s)
      Tajima, Y., Nakata, M., Matsushima, H., Sato, H., Hattori, K., and Takadama, K.
    • Journal Title

      New Mathematics and Natural Computation,World Scientific

      Volume: Vol. 11 Issue: 02 Pages: 201-215

    • DOI

      10.1142/s1793005715400062

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] 心拍数変動の類似性を考慮したリアルタイム睡眠段階推定2017

    • Author(s)
      田島 友祐 (原田 智広,高玉 圭樹)
    • Organizer
      2017年度人工知能学会全国大会(第31回)
    • Place of Presentation
      ウインクあいち(質権名古屋市)
    • Year and Date
      2017-05-25
    • Related Report
      2016 Annual Research Report
  • [Presentation] Improving Accuracy of Real-time Sleep Stage Estimation by Considering Personal Sleep Feature and Rapid Change of Sleep Behavior,2017

    • Author(s)
      Harada, T. (Kawashima, T., Morishima, M., and Takadama, K.)
    • Organizer
      The AAAI (The Association for the Advancement of Artificial Intelligence) 2017 Spring Symposia Wellbeing AI: From Machine Learning to Subjectivity Oriented Computing
    • Place of Presentation
      Palo Alto, USA
    • Year and Date
      2017-03-29
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Sleep Stage Estimation using heartrate approximate minimum method2017

    • Author(s)
      Tajima, Y. (Harada, T., and Takadama, K.)
    • Organizer
      The AAAI (The Association for the Advancement of Artificial Intelligence) 2017 Spring Symposia Wellbeing AI: From Machine Learning to Subjectivity Oriented Computing
    • Place of Presentation
      Palo Alto, USA
    • Year and Date
      2017-03-29
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 覚醒と浅睡眠に着目した圧力センサに基づく非侵襲的睡眠段階推定とその精度向上2017

    • Author(s)
      上原 知里 (松本 和馬, 田島 友祐, 小峯 嵩裕, 原田 智広, 佐藤 寛之, 高玉 圭樹)
    • Organizer
      計測自動制御学会,第44回知能システムシンポジウム
    • Place of Presentation
      東海大学 (東京都港区)
    • Year and Date
      2017-03-14
    • Related Report
      2016 Annual Research Report
  • [Presentation] 個人の睡眠特徴を考慮したリアルタイム睡眠深度推定の精度向上2016

    • Author(s)
      原田 智広 (川嶋 隆宏,森島 守人,高玉 圭樹)
    • Organizer
      電子情報通信学会, 第3回 ヘルスケア・医療情報通信技術研究会 (MICT)
    • Place of Presentation
      東京農工大学(東京都小金井市)
    • Year and Date
      2016-09-16
    • Related Report
      2016 Annual Research Report
  • [Presentation] Personalized real-time sleep stage from past sleep data to today's sleep stage estimation,2016

    • Author(s)
      Tajima, Y. (Harada, T., Sato, H., and Takadama, K.)
    • Organizer
      The 18th International Conference on Human-Computer Interaction (HCI International 2016)
    • Place of Presentation
      Toronto, Canada
    • Year and Date
      2016-07-20
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Personalized real-time sleep stage from past sleep data to today's sleep stage estimation,2016

    • Author(s)
      Tajima, Y.(Harada, T., Sato, H., and Takadama, K.)
    • Organizer
      The 18th International Conference on Human-Computer Interaction (HCI International 2016)
    • Place of Presentation
      Toronto, Canada
    • Year and Date
      2016-07-17
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 生体リズムに連動した音の特徴と睡眠因子との関連について2016

    • Author(s)
      山木 清志 (森島 守人,植屋 夕輝,高玉 圭樹,角谷 寛)
    • Organizer
      日本睡眠学会, 第41回日本睡眠学会シンポジウム
    • Place of Presentation
      京王プラザホテル(東京都新宿区)
    • Year and Date
      2016-07-08
    • Related Report
      2016 Annual Research Report
  • [Presentation] Biofeedback; 快眠音による睡眠介入への展開2016

    • Author(s)
      森島 守人 (山木 清志,川嶋 隆宏,菅野 智,原田 智広,高玉 圭樹)
    • Organizer
      日本睡眠学会, 第41回日本睡眠学会シンポジウム
    • Place of Presentation
      京王プラザホテル(東京都新宿区)
    • Year and Date
      2016-07-08
    • Related Report
      2016 Annual Research Report
  • [Presentation] 生体リズムに連動した音の特徴の違いが睡眠の質に及ぼす影響2016

    • Author(s)
      山木 清志(森島 守人,植屋 夕輝,高玉 圭樹,角谷 寛)
    • Organizer
      第41回日本睡眠学会シンポジウム,日本睡眠学会
    • Place of Presentation
      新宿、東京
    • Year and Date
      2016-07-08
    • Related Report
      2015 Research-status Report
  • [Presentation] Biofeedback; 快眠音による睡眠介入への展開2016

    • Author(s)
      森島 守人(山木 清志,川嶋 隆宏,菅野 智,原田 智広,高玉 圭樹)
    • Organizer
      第41回日本睡眠学会シンポジウム,日本睡眠学会
    • Place of Presentation
      新宿、東京
    • Year and Date
      2016-07-08
    • Related Report
      2015 Research-status Report
  • [Presentation] Real-time Sleep Stage Estimation from Biological Data with Trigonometric Function Regression Model2016

    • Author(s)
      Harada, T. ( Uwano, F., Komine, T., Tajima, Y., Kawashima, T.)
    • Organizer
      The AAAI 2016 Spring Symposia, Well-Being Computing: AI Meets Health and Happiness Science, AAAI (The Association for the Advancement of Artificial Intelligence)
    • Place of Presentation
      Stanford, USA
    • Year and Date
      2016-03-22
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Human Body Vibration Analysis - Toward the Next Generation Sleep Monitoring/Evaluation2016

    • Author(s)
      Komine, T. (Takadama, K., Nishino, S.)
    • Organizer
      The AAAI 2016 Spring Symposia, Well-Being Computing: AI Meets Health and Happiness Science, AAAI (The Association for the Advancement of Artificial Intelligence)
    • Place of Presentation
      Stanford, USA
    • Year and Date
      2016-03-22
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Effects on Sleep by `Cradle Sound' Adjusted to Heartbeat and Respiration2016

    • Author(s)
      Morishima, M.(Sugino, Y., Ueya, Y., Kadotani, H., and Takadama, K)
    • Organizer
      The AAAI 2016 Spring Symposia, Well-Being Computing: AI Meets Health and Happiness Science, AAAI (The Association for the Advancement of Artificial Intelligence)
    • Place of Presentation
      Stanford, USA
    • Year and Date
      2016-03-22
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 半教師あり学習に基づく進化的クラスタリングによる快眠音の個別適応化2016

    • Author(s)
      星野 秀彰(村田 暁紀,建部 尚紀,中田 雅也,佐藤 寛之,高玉 圭樹)
    • Organizer
      計測自動制御学会,第43回知能システムシンポジウム
    • Place of Presentation
      室蘭工業大学(北海道室蘭市)
    • Year and Date
      2016-03-11
    • Related Report
      2015 Research-status Report
  • [Presentation] 生体リズムに連動した音と音色の違いによる睡眠に及ぼす影響2015

    • Author(s)
      山木 清志(植屋 夕輝,石原 淳,森島 守人,原田 智広,高玉 圭樹)
    • Organizer
      第40回日本睡眠学会シンポジウム,日本睡眠学会
    • Place of Presentation
      栃木県総合文化センター(栃木県宇都宮市)
    • Year and Date
      2015-07-03
    • Related Report
      2015 Research-status Report
  • [Patent(Industrial Property Rights)] 心拍数変化と機械学習によるREM推定技術2017

    • Inventor(s)
      高玉 圭樹,上原 知里, 原田 智広
    • Industrial Property Rights Holder
      高玉 圭樹,上原 知里, 原田 智広
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2017-066199
    • Filing Date
      2017-03-10
    • Related Report
      2016 Annual Research Report
  • [Patent(Industrial Property Rights)] 睡眠段階推定装置,生体データ推定装置,睡眠段階推定方法,生体データ推定方法,睡眠段階推定プログラムおよび生体データ推定プログラム2016

    • Inventor(s)
      高玉 圭樹,原田 智広
    • Industrial Property Rights Holder
      電気通信大学
    • Industrial Property Rights Type
      特許
    • Filing Date
      2016-03-14
    • Related Report
      2015 Research-status Report
    • Overseas

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Published: 2015-04-16   Modified: 2022-02-03  

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