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Elucidation of scum dynamics in tidal river network and proposal of its solution

Research Project

Project/Area Number 18K13838
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 22040:Hydroengineering-related
Research InstitutionOsaka University

Principal Investigator

Nakatani Yusuke  大阪大学, 工学研究科, 助教 (20635164)

Project Period (FY) 2018-04-01 – 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 2019: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2018: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Keywords河面観測システム / AIを利用したカメラ画像解析 / スカム動態予測モデル / 感潮河川 / 浮遊汚泥スカム / 現地調査 / 画像解析 / 数値シミュレーション
Outline of Final Research Achievements

In urban rivers where sewer sewage overflows, a large amount of suspended sludge (scum) floats on the river surface after rainfall. Since scum adversely affects the aquatic ecosystem and living environment, an urgent solution is strongly desired. The purpose of this study was to clarify the dynamics of scum in urban tidal river networks and to propose concrete solutions.
By constructing a river surface observation network using multiple fixed-point cameras and performing analysis using AI that can continuously and quantitatively identify scum from camera images, the behavior characteristics of scum and the location of floating / occurrence were clarified. In addition, a prediction model of scum dynamics based on a particle tracking model was developed, and it was possible to estimate the points at which scum easily occurs and accumulates.

Academic Significance and Societal Importance of the Research Achievements

本研究は実態が不明なスカムの動態を明らかにし,解決策を提案することを目標としており,現地調査やAI,数値流動モデルなどを駆使して取り組んだ.得られた知見は,実際の行政施策にも活用されるよう,河川管理者(大阪府)に積極的に情報提供を行った.実際に,府のスカム対策部会が新たに立ち上げられるなど,スカム問題の解決に向けた取り組みが活発化しており,本研究の成果も活用して具体的な対策が講じられている.

Report

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

    (6 results)

All 2020 2019 2018

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (5 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] 都市感潮河川における定点カメラを用いたスカムの現地観測2019

    • Author(s)
      中谷祐介,岩岡慶晃,西田修三
    • Journal Title

      土木学会論文集B1(水工学)

      Volume: 75(4)

    • NAID

      130007940085

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Presentation] 都市感潮河川における定点カメラを用いたスカムの動態解析2020

    • Author(s)
      岩岡慶晃,奥村素生,中谷祐介,西田修三
    • Organizer
      令和2年度土木学会関西支部年次学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 大阪府平野川におけるスカムの浮遊挙動特性2019

    • Author(s)
      中谷祐介,岩岡慶晃,西田修三
    • Organizer
      第55回環境工学研究フォーラム
    • Related Report
      2019 Annual Research Report
  • [Presentation] 定点カメラ画像を用いた深層学習による河川スカムの定量的解析2019

    • Author(s)
      奥村素基,中谷祐介,西田修三
    • Organizer
      平成31年度土木学会関西支部年次学術講演会
    • Related Report
      2018 Research-status Report
  • [Presentation] Behavior analysis of scum deposited from a combined sewer system in urban river system2018

    • Author(s)
      Nakatani, Y., Naka, Y., Nishida, S., and Taniguchi, K.
    • Organizer
      15th Estuarine Coastal Modeling Conference
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 寝屋川水系における浮遊汚泥の挙動に関する研究2018

    • Author(s)
      谷口和也,中谷祐介,西田修三
    • Organizer
      平成30年度瀬戸内海研究フォーラムin神戸
    • Related Report
      2018 Research-status Report

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Published: 2018-04-23   Modified: 2021-02-19  

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