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Engineering Modeling of Micro-Error in IADL: Application of MCI to Early Detection Techniques

Research Project

Project/Area Number 18K12118
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 90130:Medical systems-related
Research InstitutionSuwa University of Science

Principal Investigator

Yamaguchi Takehiko  公立諏訪東京理科大学, 工学部, 准教授 (50713442)

Co-Investigator(Kenkyū-buntansha) 坂本 麻衣子  佐賀大学, 医学部, 准教授 (10720196)
Project Period (FY) 2018-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2020: ¥390,000 (Direct Cost: ¥300,000、Indirect Cost: ¥90,000)
Fiscal Year 2019: ¥390,000 (Direct Cost: ¥300,000、Indirect Cost: ¥90,000)
Fiscal Year 2018: ¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
KeywordsMCI早期発見 / VR-IADL / 行動特徴解析 / Virtual Reality / Micro-error / 動作プリミティブ / 時系列セグメンテーション / MEの発生確率 / IADL / マイクロエラー
Outline of Final Research Achievements

In this study, in order to establish the recognition technique of the stagnation of movement during IADL task called Micro-error (ME), the generation condition was investigated. And, the segmentation technique for dividing the IADL action into the unit was studied from the viewpoint of motion minimum unit called motion primitive in order to recognize ME from motion data of the time series. In the generation condition, it was clarified that the difficulty in IADL task affected the generation probability of ME. And, in the research on the segmentation technique, the model which realized the segmentation of operation primitive unit including ME at 93.7% accuracy was developed.

Academic Significance and Societal Importance of the Research Achievements

本研究の目的を達成したことにより,Micro-errorという行動指標に基づいたMCIのリスクやADへの進行度合いを定量的に可視化するための基盤技術が確立した.これにより,医療従事者が多角的な視点からMCIのリスクを判断でき,計測環境の簡易化も可能となるため,認知症の専門家不足に伴う診断の遅れといった問題の解消に貢献できる.さらに,専門家だけでなく介護者や患者自身にもリスクや進行度合いのフィードバックや共有が可能となる.従って,今後さらなる増加が予想される認知症患者に対するケアや予防において,大幅な人的・物理的医療コストの削減につながる.

Report

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

    (15 results)

All 2020 2019 2018 Other

All Int'l Joint Research (3 results) Presentation (11 results) (of which Int'l Joint Research: 2 results,  Invited: 1 results) Patent(Industrial Property Rights) (1 results)

  • [Int'l Joint Research] Temple University(米国)

    • Related Report
      2020 Annual Research Report
  • [Int'l Joint Research] Temple University(米国)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] Temple University(米国)

    • Related Report
      2018 Research-status Report
  • [Presentation] Basic Study on Incidence of Micro-Error in Visual Attention-Controlled Environment2020

    • Author(s)
      Taisei Ando, Takehiko Yamaguchi, Tania Giovannetti, Maiko Sakamoto
    • Organizer
      HCI International 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] VR-IADLにおける動作プリミティブのセグメンテーション法に関する基礎的研究2020

    • Author(s)
      安藤泰生、小濱徳人、Tania Giovannetti、坂本麻衣子、山口武彦
    • Organizer
      情報処理学会高齢社会デザイン研究会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 単位セグメント内の平均方向ベクトルの相関性に着目したVR-IADL動作セグメンテーション2020

    • Author(s)
      安藤泰生、小濱徳人、Tania Giovannetti、坂本麻衣子、山口武彦
    • Organizer
      電気学会知覚情報研究会
    • Related Report
      2020 Annual Research Report
  • [Presentation] VR-IADL環境における動作プリミティブの識別モデルに関する基礎的研究2020

    • Author(s)
      岩下泰啓, 山口武彦, 坂本麻衣子, Tania Giovannetti
    • Organizer
      電気学会知覚情報研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] ガウス過程回帰モデルも用いたリーチング動作の到達位置推定モデルの開発2020

    • Author(s)
      宮吉兆、山口武彦、坂本麻衣子、Tania Giovannetti
    • Organizer
      電気学会知覚情報研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] 視覚的注意を統制した環境下におけるMicro-errorの発生頻度に関する基礎的研究2020

    • Author(s)
      安藤泰生、山口武彦、坂本麻衣子、Tania Giovannetti
    • Organizer
      電気学会知覚情報研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] Statistical Analysis of Micro-error Occurrence Probability for the Fitts’ Law-based Pointing Task2019

    • Author(s)
      H. Gyoji, T. Giovannetti, R. Mis, C. Vega, L. Silva, A. Shirotori, Y. Nagasawa, M. Sakamoto, T. Harada, H. Ohwada, T. Yamaguchi
    • Organizer
      HCI International 2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Micro-error Detection Model and Topic Model-based Clustering for Motion Primitives in VR-IADL: Toward a New Framework for MCI Characterization2019

    • Author(s)
      Takehiko Yamaguchi, Atsuya Shirotori, and Tania Giovannetti
    • Organizer
      1st International Conference for Multi-area Simulation
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] マルコフ遷移確率に基づくMicro-errorの発生に関わるIADL動作プリミティブの推定に関する基礎的研究2019

    • Author(s)
      長澤勇貴,行事光,白鳥敦也,Tania Giovannetti, 原田哲也,坂本麻衣子,山口武彦
    • Organizer
      第28回ライフサポート学会フロンティア講演会
    • Related Report
      2018 Research-status Report
  • [Presentation] トピックモデルを用いたIADL動作プリミティブのクラスタリング2019

    • Author(s)
      白鳥敦也,行事光,長澤勇貴,Tania Giovannetti, 原田哲也,坂本麻衣子,山口武彦
    • Organizer
      第28回ライフサポート学会フロンティア講演会
    • Related Report
      2018 Research-status Report
  • [Presentation] 一般化線形モデルを用いた操作性困難度に対するMicro-error発生確率の推定モデル2019

    • Author(s)
      行事光, 白鳥敦也,長澤勇貴,Tania Giovannetti, 原田哲也,坂本麻衣子,山口武彦
    • Organizer
      第28回ライフサポート学会フロンティア講演会
    • Related Report
      2018 Research-status Report
  • [Patent(Industrial Property Rights)] 被験者判別装置、方法、及びプログラム2018

    • Inventor(s)
      山口武彦
    • Industrial Property Rights Holder
      公立大学法人公立諏訪東京理科大学
    • Industrial Property Rights Type
      特許
    • Filing Date
      2018
    • Acquisition Date
      2021
    • Related Report
      2020 Annual Research Report

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Published: 2018-04-23   Modified: 2022-01-27  

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