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Research on Measurement and a Modeling of Human Sensitivity for Qualitative Evaluation

Research Project

Project/Area Number 09838035
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 感性工学
Research InstitutionNihon University

Principal Investigator

KAGEYAMA Ichiro  Nihon University, Professor, 生産工学部, 教授 (10120403)

Project Period (FY) 1997 – 1999
Project Status Completed (Fiscal Year 1999)
Budget Amount *help
¥2,900,000 (Direct Cost: ¥2,900,000)
Fiscal Year 1999: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 1998: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 1997: ¥1,500,000 (Direct Cost: ¥1,500,000)
KeywordsSensitivity / Mental Workload / Hart Rate Variability / Factor Analysis / Neural Network / RRV method / Dynamics / 心拍のゆらぎ / 呼吸性不整脈 / 心負担 / 生体反応 / R-R値
Research Abstract

The method of the human sensitivity or Mental WorkLoad (MWL) evaluation in the human-machine-environment system is divided into classes. One is the subjective evaluation, and the other is objective. The subjective evaluation depends on the age, skill, and physical condition of the subject. Therefore, it is difficult to evaluate with the reproducibility. Also, the viewpoint of the evaluation quantitatively, it is nexessary to shift to the objective evaluation. Therefore, many researches about the MWL using the objective evaluation have been done in recent year. It is though that the human's processing in human-machine-environment system consists of the elements of the human, machine, environment. Therefore, when we estimate the MWL during the control, it is important to consider this integrated element.
In this research, the Heart Rate Variability (HRV) is used to the analysis, because it became known that a strong relationship existed between the MWL and HRV. For this analysis, we try to construct the integrated model of the human-machine-environment system using the HRV.
The Neural Network System (NNS) is the method of system identification that imitates the information processing of the brain nervous system. It is very suitable for nonlinear identification. Using this system, we construct two kinds of model, one is for evaluation of MWL and the other is for factor analysis to the MWL. As a result, it is found that the output of these models are described the MWL of the panel. And, also, we analysis the main factor to the MWL using the NNS model.
From this result, we confirm that the method has a possibility to analyze the MWL not only qualitatively but also quantitatively.

Report

(4 results)
  • 1999 Annual Research Report   Final Research Report Summary
  • 1998 Annual Research Report
  • 1997 Annual Research Report
  • Research Products

    (16 results)

All Other

All Publications (16 results)

  • [Publications] 景山一郎・栗谷川幸代: "心負担推定のための心拍変動のモデル化について"自動車研究. Vol.19、No.11. 437-443 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] S.Miyagishi, Y.Kuriyagawa, I.Kageyama: "A Study on a Probability of Evaluation for Mental Workload using Neural Network Modeling"Proceedings of IFAC-Man Machine Systems'98. 197-201 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y.Kuriyagawa, I.Kageyama: "Modeling of Heart Rate Variability to estimate Mental Workload"Proceedings of SMC99(IEEE). (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 栗谷川幸代・景山一郎: "機械操作時における心負担推定に用いる心拍変動モデルの構築"日本機械学会論文集. 66巻643号C偏(3月発行予定). (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] I. Kageyama, Y. Kuriyagawa: "On a modeling of Heart Rate Variability for Mental workload"Automotive Research. 19 (No.11). 437-443 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] S. Miyagishi, Y. Kuriyagawa, I. Kageyama: "A Study on a Probability of Evaluation for Mental Workload using Neural Network Modeling"Proceedings of IFAC-Man Machine Systems '98. 197-201 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y. Kuriyagawa, I. Kageyama: "Modeling of Heart Rate Variability to estimate Mental Workload"Proceedings of SMC99 (IEEE). (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Y. Kuriyagawa, I. Kageyama: "Construction of Heart Rate Variability for Mental Workload at Machine Operation"Transaction of JSME (C). 66, No.643. (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 栗谷川幸代,景山一郎: "機械操作時における心負担推定に用いる心拍変動モデルの構築"日本機械学会論文集. 66巻643号C編. 3月発行予定 (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] Y.Kuriyagawa,I.Kageyama: "Modeling of Heart Rate Variability to estimate Mental Workload"Proceedings of SMC99(IEEE). (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Ichiro Kageyama (他2名): "A Study on a Probability of Evaluation for Mental Workload using Neural Network Mondeling" Proceedings of IFAC-Man Machine Systems '98. 197-201 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 景山一郎,栗谷川幸代: "心負担推定のための心拍変動モデルに関する研究" 日本機械学会第7回交通・物流部門大会講演論文集. 203-206 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 景山一郎,宮岸俊一: "心負担の定量的評価の可能性の検診" 日本機械学会第7回交通・物流部門大会講演論文集. 199-202 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 景山一郎,栗谷川幸代: "心拍変動を用いたヒューマンインタフェース評価手法に関する研究" アドバンティ・シンポジウム講演論文集. 29-32 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 景山一郎・栗谷川幸代: "心拍変動モデルを用いた心負担の推定に関する研究" 日本機械学会第6回交通・物流部門大会講演論文集. No.97-12. 135-138 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 景山一郎・栗谷川幸代: "心負担推定のための心拍変動のモデル化について" 自動車研究. Vol.19,No.11. 437-443 (1997)

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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