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Dynamic modelling of ecohydraulic environment of an irrigation system

Research Project

Project/Area Number 17H03886
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Rural environmental engineering/Planning
Research InstitutionTokyo University of Agriculture and Technology

Principal Investigator

Fukuda Shinji  東京農工大学, (連合)農学研究科(研究院), 准教授 (70437771)

Co-Investigator(Kenkyū-buntansha) 木村 匡臣  近畿大学, 農学部, 講師 (80725664)
Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥18,330,000 (Direct Cost: ¥14,100,000、Indirect Cost: ¥4,230,000)
Fiscal Year 2020: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2019: ¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2018: ¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2017: ¥9,490,000 (Direct Cost: ¥7,300,000、Indirect Cost: ¥2,190,000)
Keywords農業水利 / 水工水理学 / 水圏現象 / 生物多様性 / データ駆動モデル / 水資源 / 生態系修復・整備 / 人工知能 / 農業工学 / 生態水理学
Outline of Final Research Achievements

This study aimed at the development of a framework for simulating the dynamics of water flows and fish behaviours in irrigation channels and rivers. We conducted a series of field surveys and numerical analysis on fish ecohydraulics, in which advanced measurement methods such as acoustic Doppler current profiler (ADCP) were employed to measure high resolution hydrodynamic data. Data-driven models using machine learning were employed for modelling fish species distributions and its dynamics. Process-based models were used for modelling 1D or 2D hydrodynamics in the target reach, based on which habitat heterogeneity was assessed in order to link it with species richness.

Academic Significance and Societal Importance of the Research Achievements

本研究では、現地調査からデータ処理、各種数理解析に基づく環境評価に至るプロセスを提示した。研究成果としては、水理モデルと生息場適性モデルの統合を基軸としており、機械学習の応用によりデータ駆動型生息場適性モデルを構築し、対象種の空間分布の高精度モデル化した点に特長がある。今後は、各種データの集積に伴い、様々な要素モデルの開発と高度化が進行することが予想されることから、本研究の成果はデータ駆動型解析手法の発展に寄与するものである。

Report

(5 results)
  • 2021 Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (57 results)

All 2022 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (2 results) Journal Article (8 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 6 results) Presentation (46 results) (of which Int'l Joint Research: 16 results,  Invited: 1 results) Remarks (1 results)

  • [Int'l Joint Research] Tallin Institute of Technology(エストニア)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] UPV Universitat Politecnica de Valencia(スペイン)

    • Related Report
      2019 Annual Research Report
  • [Journal Article] Species-specific debromination of BDE99 in teleost fish: The relationship between debromination ability and bioaccumulation patterns of PBDEs2022

    • Author(s)
      Yokota Kazuya、Matsuzawa Yuki、Fukuda Shinji、Takada Hideshige、Mizukawa Kaoruko
    • Journal Title

      Science of The Total Environment

      Volume: 806 Pages: 151265-151265

    • DOI

      10.1016/j.scitotenv.2021.151265

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 石垣島宮良川流域の物理環境および魚類相の流程分布と河川横断構造物の影響2022

    • Author(s)
      笠原太一・福田信二・木村匡臣・浅田洋平・乃田啓吾
    • Journal Title

      土木学会論文集G(環境)

      Volume: 掲載決定

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Artificial lateral line for aquatic habitat modelling: An example for Lefua echigonia2021

    • Author(s)
      Garcia-Vega Ana、Fuentes-Perez Juan Francisco、Fukuda Shinji、Kruusmaa Maarja、Sanz-Ronda Francisco Javier、Tuhtan Jeffrey A.
    • Journal Title

      Ecological Informatics

      Volume: 65 Pages: 101388-101388

    • DOI

      10.1016/j.ecoinf.2021.101388

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Fish Habitat Assessment Based on Community Analysis and Habitat Models2020

    • Author(s)
      相原 星哉・福田 信二
    • Journal Title

      Transactions of The Japanese Society of Irrigation, Drainage and Rural Engineering

      Volume: 88 Issue: 1 Pages: I_93-I_103

    • DOI

      10.11408/jsidre.88.I_93

    • NAID

      130007803261

    • ISSN
      1882-2789, 1884-7242
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ランダムフォレストを用いたホトケドジョウの生息環境評価モデルの構築2019

    • Author(s)
      松澤優樹・福田信二・大平充
    • Journal Title

      土木学会論文集B1(水工学)

      Volume: 75(2)

    • NAID

      130007940177

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Habitat evaluation for the endangered fish species Lefua echigonia in the Yagawa River, Japan2019

    • Author(s)
      De-Miguel-Gallo, M., Martinez-Capel, F., Munoz-Mas, R., Aihara, S., Matsuzawa, Y., Fukuda, S.
    • Journal Title

      Journal of Ecohydraulics

      Volume: 4(2) Issue: 2 Pages: 147-157

    • DOI

      10.1080/24705357.2019.1614886

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 定点観測からみた府中用水の生態水理環境2019

    • Author(s)
      福田信二・大平充
    • Journal Title

      農業農村工学会誌 水土の知

      Volume: 87(7) Pages: 551-554

    • Related Report
      2019 Annual Research Report
  • [Journal Article] 新しい計測技術が拓く生態水理学2017

    • Author(s)
      福田信二
    • Journal Title

      アグリバイオ

      Volume: 13 Pages: 92-94

    • NAID

      40021808112

    • Related Report
      2017 Annual Research Report
  • [Presentation] Random forests as a tool for modelling estuarine salinity dynamics in Ben Tre, Vietnam2021

    • Author(s)
      Fukuda, S., Kimura, M., Ngoc, T.A., Son, V.H.
    • Organizer
      2021年国際水田環境工学会(PAWEES2021)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A 1D hydrodynamic model for sediment transport analysis around the Ba Lai sluice gate in the Mekong Delta, Vietnam2021

    • Author(s)
      Asano, K.,Fukuda, S., Kimura, M., Ngoc, T.A., Son, V.H.
    • Organizer
      2021年国際水田環境工学会(PAWEES2021)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 動的水域生態系評価のための生態水理シミュレータの開発2021

    • Author(s)
      福田信二
    • Organizer
      インテリジェント・システム・シンポジウム2021(FAN2021)
    • Related Report
      2020 Annual Research Report
  • [Presentation] 空間スケールが物理環境の空間多様度に基づく魚類相解析に及ぼす影響評価2021

    • Author(s)
      田中智大・福田信二
    • Organizer
      インテリジェント・システム・シンポジウム2021(FAN2021)
    • Related Report
      2020 Annual Research Report
  • [Presentation] 地形データが平面二次元水理解析に及ぼす影響2021

    • Author(s)
      川嶋里沙・福田信二
    • Organizer
      インテリジェント・システム・シンポジウム2021(FAN2021)
    • Related Report
      2020 Annual Research Report
  • [Presentation] ランダムフォレストと時期別事後解析を用いた湧水小河川におけるカワムツの生息環境評価2021

    • Author(s)
      地引汰一・福田信二
    • Organizer
      インテリジェント・システム・シンポジウム2021(FAN2021)
    • Related Report
      2020 Annual Research Report
  • [Presentation] 高解像度水理計測と機械学習を活用した生息場モデルの構築2021

    • Author(s)
      福田信二
    • Organizer
      2021年度農業農村工学会大会講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 府中用水谷保堰周辺における物理環境の多様度と魚類の空間分布の関係性評価2021

    • Author(s)
      田中智大・福田信二
    • Organizer
      2021年度農業農村工学会大会講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 畳み込みニューラルネットワークを用いた画像解析による水鳥の種判別2021

    • Author(s)
      西村拓真・福田信二
    • Organizer
      2021年度農業農村工学会大会講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 石垣島宮良川における河川人工構造物の魚類への影響2021

    • Author(s)
      笠原太一・福田信二
    • Organizer
      2021年度農業農村工学会大会講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] データ駆動解析手法を用いた湧水小河川におけるカワムツの生息環境評価2021

    • Author(s)
      地引汰一・福田信二
    • Organizer
      2021年度農業農村工学会大会講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] ベトナム国メコンデルタの Ba Lai堰周辺における一次元不定流計算を用いた水理解析2021

    • Author(s)
      浅野航輝・福田信二
    • Organizer
      2021年度農業農村工学会大会講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 多摩川中流部河道における平面二次元水理解析2021

    • Author(s)
      川嶋里沙・福田信二
    • Organizer
      2021年度農業農村工学会大会講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] On the distribution of salinity and fish species in a channel network in the Mekong delta, Vietnam2020

    • Author(s)
      Fukuda, S., Kimura, M.
    • Organizer
      第22回国際水理環境工学会アジア地域部会(IAHR-APD2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 矢川におけるカワムツの降下・遡上実態の解明2019

    • Author(s)
      近藤雅人・福田信二
    • Organizer
      2019年度応用水理研究部会講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 宮良川における優占魚種および塩分濃度の流程分布に関する基礎調査2019

    • Author(s)
      笠原太一・福田信二・木村匡臣・乃田啓吾
    • Organizer
      2019年度応用水理研究部会講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 超音波多層流向流速計による高解像水理計測に基づく 魚類生息環境評価の試み2019

    • Author(s)
      田中智大・福田信二
    • Organizer
      2019年度応用水理研究部会講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 水生植物の形態を考慮した魚類の生息環境解析2019

    • Author(s)
      相原星哉・福田信二
    • Organizer
      2019年度農業農村工学会大会講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 府中用水と矢川における長期生態水理調査2019

    • Author(s)
      福田信二
    • Organizer
      2019年度農業農村工学会大会講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Use of fish movement tracks in environmental sciences2018

    • Author(s)
      Fukuda, S.
    • Organizer
      IMI共同研究プロジェクトワークショップ「数理農学における時系列データのモデル化と解析」
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Tracking swimming Lefua echigonia to assess the impact of crayfish introduction2018

    • Author(s)
      Fukuda, S., Tuhtan, J.
    • Organizer
      10th International Conference on Ecological Informatics (ICEI2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fish habitat assessment based on instream flow conditions and aquatic vegetation assemblage2018

    • Author(s)
      Aihara, S., Fukuda, S.
    • Organizer
      12th International Symposium on Ecohydraulics (ISE2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Importance of small streams: four-year monitoring of instream flow and fish fauna in an irrigation channel2018

    • Author(s)
      Fukuda, S., Aihara, S., Ohira, M.
    • Organizer
      12th International Symposium on Ecohydraulics (ISE2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fish species turnover along hydraulic heterogeneities: designing environmental flows for species co-existence in an irrigation channel network2018

    • Author(s)
      Ohira, M., Fukuda, S.
    • Organizer
      12th International Symposium on Ecohydraulics (ISE2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Application of SEFA, system for environmental flow analysis, to assess the habitat availability for competing fish species in a spring-fed urban stream in Tokyo, Japan2018

    • Author(s)
      De Miguel Gallo, M., Martinez-Capel, F., Fukuda, S., Kajisa, T.
    • Organizer
      12th International Symposium on Ecohydraulics (ISE2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Expert-knowledge or data-driven fuzzy models? A comparison employing the brown trout (Salmo trutta L.)2018

    • Author(s)
      Munoz-Mas, R., Fukuda, S., Schneider, M., Mouton, A.M., Martinez-Capel, F.
    • Organizer
      12th International Symposium on Ecohydraulics (ISE2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] データ駆動モデルによる生物の空間分布解析2018

    • Author(s)
      福田信二
    • Organizer
      平成30年度農業農村工学会大会講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 水生植物群落の機能と構成に基づく生息環境解析2018

    • Author(s)
      相原星哉・福田信二
    • Organizer
      平成30年度農業農村工学会大会講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 携帯型投げ込み式CTD 計を用いたメコンデルタ水路網における塩分観測2018

    • Author(s)
      木村匡臣・福田信二
    • Organizer
      平成30年度農業農村工学会大会講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] メコンデルタ水路網における塩分濃度と魚類相に関する基礎調査2018

    • Author(s)
      福田信二・木村匡臣
    • Organizer
      平成30年度農業農村工学会大会講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 水生植物による流速低減効果に関する野外調査と室内開水路実験2018

    • Author(s)
      船越 寛・相原星哉・福田信二
    • Organizer
      平成30年度応用水理研究部会講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 矢川の網羅的水理解析に向けた地形測量と生態水理調査2018

    • Author(s)
      近藤雅人・福田信二
    • Organizer
      平成30年度応用水理研究部会講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 府中用水と矢川における生態水理調査概要2018

    • Author(s)
      福田 信二
    • Organizer
      平成30年度応用水理研究部会講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 群集解析と生息場モデルを用いた淡水魚類の生息環境評価手法の比較検討2018

    • Author(s)
      相原 星哉・福田 信二
    • Organizer
      平成30年度応用水理研究部会講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Habitat assessment in an irrigation system conjoint with a spring-fed stream2017

    • Author(s)
      Fukuda, S.
    • Organizer
      5th ISRS symposium (ISRS2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Random forests for instream fish habitat modelling using high resolution ecohydraulic data2017

    • Author(s)
      Fukuda, S., Aihara, S.
    • Organizer
      The International Society for Ecological Modelling Global Conference 2017 (ISEM2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Data-driven habitat modelling of aquatic flora in the Fuchu Yosui Irrigation System2017

    • Author(s)
      Aihara, S., Fukuda, S.
    • Organizer
      The International Society for Ecological Modelling Global Conference 2017 (ISEM2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Can muliticlass classification be useful for data-driven habitat modelling in a small spring-fed river?2017

    • Author(s)
      Matsuzawa, Y., Fukuda, S.
    • Organizer
      The International Society for Ecological Modelling Global Conference 2017 (ISEM2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Microhabitat modelling for an endangered freshwater fish, Lefua echigonia, in a spring-fed urban stream2017

    • Author(s)
      Matsuzawa, Y., Ohira, M., Fukuda, S.
    • Organizer
      38th IAHR World Congress (IAHR2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Data-driven habitat modelling using high resolution ecohydraulic data in an agricultural canal2017

    • Author(s)
      Fukuda, S., Ohira, M.
    • Organizer
      IFSA2017/SCIS2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 簡易GPS機器を用いた小河川の流速分布解析2017

    • Author(s)
      福田信二
    • Organizer
      平成29年度農業農村工学会応用水理研究部会講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 府中用水の水生植物相の季節変化2017

    • Author(s)
      相原星哉・福田信二
    • Organizer
      平成29年度農業農村工学会大会講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] クラスタリングを用いた府中用水の水生植物相と魚類相の生息環境解析2017

    • Author(s)
      相原星哉・福田信二
    • Organizer
      平成29年度農業農村工学会大会講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 室内開水路実験によるホトケドジョウの臨界遊泳速度の定量評価2017

    • Author(s)
      松澤優樹・青木興成・福田信二
    • Organizer
      平成29年度農業農村工学会大会講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 農業水路における魚類群集と微生息環境2017

    • Author(s)
      大平 充・福田信二
    • Organizer
      平成29年度農業農村工学会大会講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 高速度センサーを用いたホトケドジョウの生息環境評価2017

    • Author(s)
      福田信二・Jeffrey Tuhtan・Juan Francisco Fuentes Perez・Maarja Kruusma
    • Organizer
      平成29年度農業農村工学会大会講演会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Remarks] 研究室ホームページ

    • URL

      http://shinjifukuda-medaka.com/

    • Related Report
      2019 Annual Research Report

URL: 

Published: 2017-04-28   Modified: 2023-01-30  

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