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Mathematical model for the prediction of driver's health condition

Research Project

Project/Area Number 18H01392
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 20010:Mechanics and mechatronics-related
Research InstitutionWaseda University

Principal Investigator

KANEKO SHIGEHIKO  早稲田大学, 理工学術院, 教授(任期付) (70143378)

Project Period (FY) 2018-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥16,380,000 (Direct Cost: ¥12,600,000、Indirect Cost: ¥3,780,000)
Fiscal Year 2020: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2019: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2018: ¥10,400,000 (Direct Cost: ¥8,000,000、Indirect Cost: ¥2,400,000)
Keywordsモデル化 / 自動車 / 交通事故 / 居眠り運転 / 体調モニタリング / 生体信号処理 / 温熱環境 / 非侵襲計測 / 機械力学 / 数理モデル
Outline of Final Research Achievements

In this study, we integrated a model of the pumping flow from the heart and a model of the vascular system into a model that reproduces the effect of the activity state of the autonomic nerves on the heart system and a model of peripheral blood vessels, and combined them with a physiological and thermodynamic model. We proposed a model that can evaluate the correlation between changes in the thermal environment and changes in the autonomic nervous index by combining a thermoregulatory model of the human body based on the principle. In the experiment, we prototyped an experimental environment in which the heartbeat interval of the subject was acquired while changing the room temperature in a short time in a booth simulating the vehicle interior environment, and the change in the autonomic nervous index could be evaluated. An experiment was conducted to verify the validity of the proposed model.

Academic Significance and Societal Importance of the Research Achievements

漫然運転や健康起因事故による交通事故が増加している昨今,ドライバーの居眠り及び体調急変の予測は国民的喫緊の課題である.最近,生体信号や画像による眠気の検知や覚醒状態維持が可能な眠気制御装置が発表されているが,その原理は明らかにされてはいない.また,運転者に体調急変が発生した際のデータは狙って取得できるものではないため,解析に用いるに十分なデータ数が確保できず,信頼性のある推定手法を構築することは難しい.そこで,数理モデルにもとづくシミュレータによって,信頼に足りるデータを提供することが求められている.以上を踏まえ,本研究ではドライバーの体調予測に資する数理モデルの構築を行った.

Report

(4 results)
  • 2021 Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • Research Products

    (14 results)

All 2021 2020 2019 2018

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

  • [Journal Article] Extraction of apex beat waveform from acoustic pulse wave by sound sensing system using stochastic resonance2021

    • Author(s)
      Etsunori Fujita1, Masahiro Horikawa, Yoshika Nobuhiro, Shinichiro Maeda, Shigeyuki Kojima, Yumi Ogura, Kohji Murata, Tomohiko Kisaka, Kazushi Taoda, Shigehiko Kaneko, Masao Yoshizumi
    • Journal Title

      Nature Scientific Reports

      Volume: 11 Issue: 1 Pages: 13711-13711

    • DOI

      10.1038/s41598-021-92983-6

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Recurrent Probabilistic Neural Network-based Short-term Prediction for Acute Hypotension and Ventricular Fibrillation2020

    • Author(s)
      Toshio Tsuji, Tomonori Nobukawa, Akihisa Mito, Harutoyo Hirano, Zu Soh, Ryota Inokuchi, Etsunori Fujita, Yumi Ogura, Shigehiko Kaneko, Ryuji Nakamura, Noboru Saeki, Masashi Kawamoto, and Masao Yoshizumi
    • Journal Title

      Nature Scientific Reports

      Volume: 10 Issue: 1 Pages: 11970-11970

    • DOI

      10.1038/s41598-020-68627-6

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Unconstrained Vital Sign Monitoring System Using an Aortic pulse Wave Sensor2019

    • Author(s)
      Naoki Hagiyama, Harutoyo Hirano, Akihisa Mito, Zu Soh, Etsunori Fujita, Yumi Ogura, Shigehiko Kaneko, Ryuji Nakamura, Noboru Saeki, Masashi Kawamoto, Masao Yoshizumi and Toshio Tsuji
    • Journal Title

      Scientific Reports, Nature Research

      Volume: 9:17475 Issue: 1 Pages: 1-10

    • DOI

      10.1038/s41598-019-53808-9

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] 車室内温熱環境とドライバーの眠気との関係2020

    • Author(s)
      夏 周正、石川佑輔、金子成彦、草鹿 仁
    • Organizer
      日本機械学会2020年度年次大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 体幹生体信号を用いた体調変動予測モデルの開発2019

    • Author(s)
      延廣良香、藤田悦則、内川竜一、前田慎一郎、小島重行、小倉由美 亀井勉、村田幸治、吉栖正生、金子成彦
    • Organizer
      日本設計工学会中国支部講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] ドライバーの体調急変予測に向けた数理モデルの精度向上に関する研究2019

    • Author(s)
      清水 豊禾,金子 成彦,草鹿 仁
    • Organizer
      日本機械学会2019年次大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Modeling of a Cardiovascular System to Investigate Factors Affecting Hypertension2019

    • Author(s)
      Shigehiko Kaneko
    • Organizer
      IUTAM SYMPOSIUM 2019, Fluid-Structure Interaction in honour of Prof. Michael Paidoussis
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Cardiovascular system model for detecting sudden driver's health condition change and its application2019

    • Author(s)
      Shigehiko Kaneko
    • Organizer
      Asia Pacific Vibration Conference 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Unconstrained Monitoring of Biological Signals Using an Aortic Pulse Wave Sensor2018

    • Author(s)
      Naoki Hagiyama, Akihisa Mito, Harutoyo Hirano, Zu Soh, Etsunori Fujita, Yumi Ogura, Ryuichi Uchikawa, Shigehiko Kaneko, Ryuji Nakamura, Noboru Saeki, Masashi Kawamoto, Masao Yoshizumi and Toshio Tsuji
    • Organizer
      40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 血圧情報を利用した眠気推定精度向上に関する研究2018

    • Author(s)
      進藤友陽,金子成彦
    • Organizer
      日本機械学会LIFE2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] ドライバーの体調急変検知に向けた心臓血管系モデルの提案とその活用法に関する研究2018

    • Author(s)
      金子成彦,角谷健斗,進藤友陽
    • Organizer
      自動車技術会秋季大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] カオス解析を用いた疲労度合の推定(ストレスの程度が人に与える影響について)2018

    • Author(s)
      延廣良香,藤田悦則,小倉由美,吉栖正生,金子成彦
    • Organizer
      日本設計工学会2018年度秋季大会研究発表講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 生体信号を用いたベンチレーションシステムの開発(スポット冷却の衣服内気候に与える影響についての検討)2018

    • Author(s)
      元家達也,藤田悦則,吉栖正生,塚本直樹,小倉由美,金子成彦
    • Organizer
      日本設計工学会2018年度秋季大会研究発表講演会
    • Related Report
      2018 Annual Research Report
  • [Book] 自動車用内装材とインテリアの快適性向上2019

    • Author(s)
      金子成彦
    • Total Pages
      514
    • Publisher
      技術情報協会
    • ISBN
      9784861047619
    • Related Report
      2019 Annual Research Report

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Published: 2018-04-23   Modified: 2023-01-30  

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