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Study on a multi-purpose care scheduling system linked to detecting abnormalities in the care recipient.

Research Project

Project/Area Number 17K01573
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Rehabilitation science/Welfare engineering
Research InstitutionOkayama Prefectural University

Principal Investigator

Kanagawa Akihiro  岡山県立大学, 情報工学部, 教授 (70204534)

Co-Investigator(Kenkyū-buntansha) 滝本 裕則  岡山県立大学, 情報工学部, 准教授 (10413874)
Project Period (FY) 2017-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2019: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2018: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords介護・看護スケジューリング / 見守りシステム / 介護スケジューリング / 異常検知 / 高齢者の転倒検知 / 連続ウェーブレット変換 / 周波数解析 / 深層学習 / 進化計算 / 多目的介護スケジューリング / 異常モニタリング
Outline of Final Research Achievements

This study addressed an abnormality detection for older people and the caregiver scheduling method. For abnormality detection, we focused on falls as an abnormal behavior condition. As a result of the research, the effectiveness of applying a continuous wavelet transform to the information obtained from the acceleration sensor was confirmed. In addition, we proposed a method for estimating the state of a subject using a RGB-D sensor as a privacy-conscious method for estimating the patient's condition. On the other hand, regarding the nursing care schedule, measures against the spread of the new coronavirus have been a pressing social issue since the start of the study. Considering this social need, we studied a solution method for the nurse work schedule problem that considers the current situation where the infection affects the staff in the medical field.

Academic Significance and Societal Importance of the Research Achievements

本課題では、介護サービスに関するハードウェアならびにソフトウェアについて、情報工学的手法を用いて限られた資源を有効に活用することで、被介護者が安心して過ごせる環境を実現するとともに、介護スタッフを多方面から支援し職員満足の向上を実現するシステムを構築した。我々が提案する技術は、介護業務の部分的ではあるが負荷軽減にも繋がるものであり、超高齢化社会を迎える我が国において重要な基盤技術になると考える。

Report

(7 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (13 results)

All 2022 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (2 results) Journal Article (2 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 2 results) Presentation (9 results) (of which Int'l Joint Research: 1 results)

  • [Int'l Joint Research] Hasanuddin University(インドネシア)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] Hasanuddin University(インドネシア)

    • Related Report
      2018 Research-status Report
  • [Journal Article] Hand Posture Classification of Augmented Depth Image Data Using a Convolutional Neural Network2019

    • Author(s)
      Sulfayanti F. Situju, H. Takimoto,H. Yamauchi, and A. Kanagaw
    • Journal Title

      Journal of The Japan Society for Welfare Engineering

      Volume: Vol. 21, No. 2 Pages: 38-46

    • NAID

      40022103967

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Food Constituent Estimation for Lifestyle Disease Prevention by Multi-task CNN2019

    • Author(s)
      Sulfayanti F. Situju, H. Takimoto, S. Sato, H. Yamauchi, A. Kanagawa, and A. Lawi
    • Journal Title

      Applied Artificial Intelligence

      Volume: Vol. 33, Issue 8 Pages: 732-746

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] レジリエンス性を考慮したナース・スケジューリング問題のCGA解法2022

    • Author(s)
      増田 晴斗,金川 明弘,滝本 裕則
    • Organizer
      日本福祉工学会 第26回学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 連続ウェーブレット変換を用いた高齢者の転倒検知の研究2021

    • Author(s)
      乾 敦稀,金川明弘, 滝本裕則
    • Organizer
      第72回電気・情報関連学会中国支部連合大会講演論文集
    • Related Report
      2021 Research-status Report
  • [Presentation] LPWA環境における加速度センサを用いた自転車走行の異常検知2020

    • Author(s)
      宮本 駿, 滝本 裕則, 金川 明弘
    • Organizer
      2020年度(第71回)電気・情報関連学会中国支部連合大会講演論文集,R20-25-04-05
    • Related Report
      2020 Research-status Report
  • [Presentation] ホタルアルゴリズムと擬似焼きなまし法を用いた設備再編計画問題の一解法2019

    • Author(s)
      近岡陽介,金川明弘,滝本裕則
    • Organizer
      第21回IEEE広島支部学生シンポジウム(21th HISS)
    • Related Report
      2019 Research-status Report
  • [Presentation] 離散ホタルアルゴリズムを用いたJITスケジューリング問題の一解法2019

    • Author(s)
      西川 凜,金川 明弘
    • Organizer
      第45回日本経営工学会中国四国支部学生論文発表会
    • Related Report
      2018 Research-status Report
  • [Presentation] 深層学習を用いた低解像度画像に対する見守りのための開・閉眼の識別2018

    • Author(s)
      福永 敦,金川明弘,滝本裕則
    • Organizer
      第17回情報科学技術フォーラム(FIT2018)
    • Related Report
      2018 Research-status Report
  • [Presentation] ディープラーニングを用いた見守りのための閉眼状態検出2017

    • Author(s)
      金川明弘,滝本裕則,小松 源
    • Organizer
      日本オペレーションズ・リサーチ学会2017年秋季研究発表会
    • Related Report
      2017 Research-status Report
  • [Presentation] 瞳孔および瞬き情報を用いた映像視聴中の酔い検出に関する一検討2017

    • Author(s)
      大森史耶,滝本裕則,金川明弘
    • Organizer
      SSII2017 第23回画像センシングシンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] Hand Posture Classification using Depth Image Data with Convolutional Neural Networks2017

    • Author(s)
      Sulfayanti, H. Takimoto, H. Yamauchi, A. Kanagawa
    • Organizer
      the 18th Asia Pacific Industrial Engineering and Management Systems Conference (APIEMS2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research

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Published: 2017-04-28   Modified: 2024-01-30  

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