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Feasibility study of cuffless blood pressure estimation using wrist PPG

Research Project

Project/Area Number 16K00393
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Life / Health / Medical informatics
Research InstitutionWakayama University

Principal Investigator

Suzuki Arata  和歌山大学, システム工学部, 講師 (20586367)

Project Period (FY) 2016-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2018: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2017: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2016: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywords血圧 / 血管年齢 / 脈波 / 健康管理 / 特徴抽出 / 多変量解析 / 波形形状 / CAVI / 収縮期血圧 / PPG / 統計解析 / 脈波計測システム / 血圧推定 / 脈波波形解析 / カフレス血圧推定 / ヘルスケア / 統計的データ解析 / 生物・生体工学 / 循環器・高血圧 / 統計数学
Outline of Final Research Achievements

In order to confirm the possibility of cuffless blood pressure estimation using the wrist PPG, we worked on the development of an analysis method for PPG waveforms, the evaluation of the relationship between hemodynamics and PPG waveforms, and the development of a multivariate estimation method. We have developed a new method, which is different from the conventional method, to stably extract features from the PPG. The developed method can extract the features of the PPG stably, and is an effective method for daily health management.

Academic Significance and Societal Importance of the Research Achievements

本研究の内容は、従来あまり行われていなかった日常生活における種々の要因で乱れやすい脈波から安定的に特徴を抽出する手法を開発し、それを用いて血圧の推定を行おうという取り組みである。
本研究の成果は日常生活において意識をせずに血圧を測定するための技術を提供するために、健康社会を目指すための重要な技術となる。

Report

(5 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (22 results)

All 2019 2018 2017 2016 Other

All Int'l Joint Research (1 results) Journal Article (10 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 8 results,  Open Access: 4 results) Presentation (11 results) (of which Int'l Joint Research: 3 results)

  • [Int'l Joint Research] Huanggang Hospital(中国)

    • Related Report
      2018 Research-status Report
  • [Journal Article] Evaluation of the Possible Use of PPG Waveform Features Measured at Low Sampling Rate2019

    • Author(s)
      Fujita Daisuke、Suzuki Arata
    • Journal Title

      IEEE Access

      Volume: 7 Pages: 58361-58367

    • DOI

      10.1109/access.2019.2914498

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] PPG-Based Systolic Blood Pressure Estimation Method Using PLS and Level-Crossing Feature2019

    • Author(s)
      Fujita Daisuke、Suzuki Arata、Ryu Kazuteru
    • Journal Title

      Applied Sciences

      Volume: 9 Issue: 2 Pages: 304-304

    • DOI

      10.3390/app9020304

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] 脈波波形特徴量のPLS回帰によるCAVI 血管年齢推定2019

    • Author(s)
      藤田 大輔、鈴木 新、劉 和輝
    • Journal Title

      電気学会論文誌C

      Volume: 139

    • NAID

      130007657671

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Real-Time Pulse Waveform Profiling Algorithm for Wearable Applications2018

    • Author(s)
      Liu Hongchao、Fujita Daisuke、Zhang Ling、Suzuki Arata
    • Journal Title

      IEEE Access

      Volume: 6 Pages: 59296-59306

    • DOI

      10.1109/access.2018.2875548

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Two-step variable screening method for the Mahalanobis-Taguchi method with small training data2018

    • Author(s)
      Yuto Uemura, Daisuke Fujita, Arata Suzuki
    • Journal Title

      Journal of the Institute of Industrial Applications Engineers

      Volume: 6 Issue: 2 Pages: 60-65

    • DOI

      10.12792/jiiae.6.60

    • NAID

      40021795810

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Simple Variable Screening Method for the Mahalanobis Taguchi Method2017

    • Author(s)
      Daisuke Fujita, Yuto Uemura, Arata Suzuki
    • Journal Title

      Journal of the Institute of Industrial Applications Engineers

      Volume: 5 Pages: 111-117

    • NAID

      40021795664

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Photoplethysmographic cuffless blood pressure estimation -Analysing of pulse wave feature2017

    • Author(s)
      鈴木 新、藤田 大輔
    • Journal Title

      Transactions of Japanese Society for Medical and Biological Engineering

      Volume: 55Annual Issue: 4PM-Abstract Pages: 364-364

    • DOI

      10.11239/jsmbe.55Annual.364

    • NAID

      130006077042

    • ISSN
      1347-443X, 1881-4379
    • Related Report
      2017 Research-status Report
  • [Journal Article] Blood pressure estimation by using contour line based feature of photoplethysmogram2017

    • Author(s)
      藤田 大輔、鈴木 新
    • Journal Title

      Transactions of Japanese Society for Medical and Biological Engineering

      Volume: 55Annual Issue: 3PM-Abstract Pages: 243-243

    • DOI

      10.11239/jsmbe.55Annual.243

    • NAID

      130006076969

    • ISSN
      1347-443X, 1881-4379
    • Related Report
      2017 Research-status Report
  • [Journal Article] Analyzing the Relationship between Contour-Line-Based Feature and Blood Pressure2017

    • Author(s)
      中矢 貴沙人、植 瑞貴、鈴木 新、劉 和輝
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 137 Issue: 4 Pages: 652-657

    • DOI

      10.1541/ieejeiss.137.652

    • NAID

      130005530132

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] 等高線ベース脈波特徴量と血圧値解析2017

    • Author(s)
      中矢貴沙人、植瑞貴、鈴木新、劉和輝
    • Journal Title

      電気学会論文誌C

      Volume: 4 Pages: 652-657

    • NAID

      130005530132

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Presentation] Evaluation of Cuffless Blood Pressure Estimation Accuracy of Different Light Colors2019

    • Author(s)
      Nakagawa, M., Ebisuya, R., Hanada, K., Ishikawa, H., Fujimoto, K. and Suzuki A.
    • Organizer
      The IEEE CPMT Symposium 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Principal component analysis for normalized one beat PPG waveform2019

    • Author(s)
      Fujita, D., Suzuki, A. and Ryu, K.
    • Organizer
      International Conference on Biological Information and Biomedical Engineering 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] PPGによるカフレス血圧推定2018

    • Author(s)
      鈴木 新、藤田 大輔
    • Organizer
      第57回日本生体医工学会大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 脈波波形を特徴量としてカフレス血圧推定2018

    • Author(s)
      藤田 大輔、鈴木 新
    • Organizer
      第57回日本生体医工学会大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 戎谷領真、鈴木新2017

    • Author(s)
      脈波を用いた運動時の血圧推定における基礎的な検討
    • Organizer
      生体医工学シンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] 脈波のポアンカレプロットによるストレス評価2017

    • Author(s)
      西本一紀、鈴木新
    • Organizer
      生体医工学シンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] 脈波波形特徴量を用いたPLS回帰による血圧値推定2017

    • Author(s)
      藤田大輔、鈴木新
    • Organizer
      生体医工学シンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] Analysis of relation between pulse, acceleration pulse waveforms and aging2017

    • Author(s)
      Daisuke Fujita, Arata Suzuki
    • Organizer
      International Conference on Advanced Materials, Mechanical Engineering and Technology 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 波形ベース脈波特徴量と血圧値解析2016

    • Author(s)
      中矢貴沙人、鈴木新
    • Organizer
      第33回センシングフォーラム
    • Place of Presentation
      近畿大学和歌山キャンパス
    • Year and Date
      2016-09-01
    • Related Report
      2016 Research-status Report
  • [Presentation] 光電脈波信号を用いた血圧値推定における推定手法の比較2016

    • Author(s)
      藤田大輔、鈴木新
    • Organizer
      第33回センシングフォーラム
    • Place of Presentation
      近畿大学和歌山キャンパス
    • Year and Date
      2016-09-01
    • Related Report
      2016 Research-status Report
  • [Presentation] MTSを用いた血圧推定2016

    • Author(s)
      植村祐人、鈴木新
    • Organizer
      第33回センシングフォーラム
    • Place of Presentation
      近畿大学和歌山キャンパス
    • Year and Date
      2016-09-01
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2021-02-19  

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