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Development of integrated watershed management tools in Southeast Asian developing countries by utilizing machine learning techniques based on scarce observation data

Research Project

Project/Area Number 25660191
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Rural environmental engineering/Planning
Research InstitutionKyushu University

Principal Investigator

HIRAMATSU Kazuaki  九州大学, (連合)農学研究科(研究院), 教授 (10199094)

Co-Investigator(Renkei-kenkyūsha) HARADA Masayoshi  九州大学, 大学院農学研究院, 准教授 (80325000)
Research Collaborator FUKUDA Shinji  東京農工大学, 大学院農学研究院, 助教 (70437771)
TABATA Toshinori  九州大学, 大学院生物資源環境科学府
Project Period (FY) 2013-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2013: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords閉鎖性水域 / 沿岸浅海域 / 流域圏 / 窒素・リン / 富栄養・貧栄養 / 機械学習技術 / 広域的最適化
Outline of Final Research Achievements

The organic pollution due to runoff of nitrogen and phosphorous has been widely spreading in urbanizing agricultural watersheds in Southeast Asian developing countries, and the development of integrated watershed management tools becomes to be an urgent issue. However, it is often difficult to obtain the numerical information of watersheds and hydrological and meteorological data that would be absolutely necessary in developing the integrated watershed management tools. In this research, the integrated watershed management tools have been developed and applied to urbanizing agricultural watersheds in developing countries in Southeast Asia only with scarce numerical information of watersheds and observed data. In conducting the research, satellite image remote sensing as well as machine learning techniques such as pattern recognition, support vector machine, global optimization techniques and so on, have been positively utilized in order to supplement the scarce data.

Report

(3 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • Research Products

    (43 results)

All 2015 2014 2013

All Journal Article (20 results) (of which Peer Reviewed: 12 results,  Acknowledgement Compliant: 4 results,  Open Access: 2 results) Presentation (23 results) (of which Invited: 1 results)

  • [Journal Article] 観測ノイズ処理を援用した周期カオスニューラルネットワーク によるクロロフィルa時系列の短期予測2015

    • Author(s)
      原田 昌佳・堂馬 彬史・平松 和昭
    • Journal Title

      雨水資源化システム学会誌

      Volume: 20(2) Pages: 53-60

    • NAID

      130007687961

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Generation of hydrogen sulfide in the deepest part of a reservoir under anoxic water conditions2015

    • Author(s)
      Do Thuy Nguyen, Yuichiro Yoshimura, Masayoshi Harada and Kazuaki Hiramatsu
    • Journal Title

      Paddy and Water Environment

      Volume: 13(1) Issue: 1 Pages: 101-113

    • DOI

      10.1007/s10333-013-0412-0

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Assessment of the Water Quality in the Ariake Sea Using Principal Component Analysis2015

    • Author(s)
      T. Tabata, K. Hiramatsu and M. Harada
    • Journal Title

      Journal of Water Resource and Protection

      Volume: 7 Issue: 01 Pages: 41-49

    • DOI

      10.4236/jwarp.2015.71003

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Numerical Analysis for Effective Transplant and Seabed Restoration for Recovery of Pen shell Resources in the Ariake Sea, Japan2015

    • Author(s)
      T. Tabata, K. Hiramatsu and M. Harada
    • Journal Title

      International Journal of Environmental Science and Development

      Volume: 6(2) Issue: 2 Pages: 93-99

    • DOI

      10.7763/ijesd.2015.v6.568

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Sensitivity-based calibration of SWAT for hydrologic cycle simulation in the Cong Watershed, Vietnam2015

    • Author(s)
      Nguyen Viet Anh, Shinji Fukuda, Kazuaki Hiramatsu and Masayoshi Harada
    • Journal Title

      Water Environment Research

      Volume: 未定

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Numerical Analysis for Effective Transplant and Seabed Restoration for Recovery of Pen shell Resources in the Ariake Sea, Japan2014

    • Author(s)
      Toshinori Tabata, Kazuaki Hiramatsu and Masayoshi Harada
    • Journal Title

      Proceedings of the 2014 5th International Conference on Environmental Engineering and Applications (ICEEA 2014)

      Volume: 1 Pages: 73-79

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 有機汚濁が進む閉鎖性水域の嫌気的・還元的条件下での水質動態2014

    • Author(s)
      原田 昌佳・平松 和昭・福田 信二
    • Journal Title

      雨水資源化システム学会誌

      Volume: 20(1) Pages: 49-55

    • NAID

      130007687975

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] APPLICATION OF SWAT MODEL TO THE HYDROLOGIC CYCLE AND SEDIMMENT TRANSPORT ASSESSMENT IN THE CONG WATERSHED, VIETNAM2014

    • Author(s)
      Nguyen Viet Anh, Shinji Fukuda, Kazuaki Hiramatsu and Masayoshi Harada
    • Journal Title

      Proceedings of JSPS Core-to-Core Program SOWAC Project 2014 Fifth Joint Seminar between Water Resources University, Vietnam and Kyushu University, Japan

      Volume: 1 Pages: 54-68

    • Related Report
      2014 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] FRAMEWORK FOR FLOOD DAMAGE ASSESSMENT CONSIDERING ABNORMAL CONDITIONS BY USING THE HYDRAULIC AND GIS MODELING2014

    • Author(s)
      Trieu Anh Ngoc, Dang Dong Nguyen, Vu Thi Hoai Thu and Kazuaki HIRAMATSU
    • Journal Title

      Proceedings of JSPS Core-to-Core Program SOWAC Project 2014 Fifth Joint Seminar between Water Resources University, Vietnam and Kyushu University, Japan

      Volume: 1 Pages: 80-86

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Short-term Prediction of Chlorophyll-a in a Eutrophic Closed Water Body using Chaos Recurrent Neural Network2014

    • Author(s)
      Masayoshi Harada, Kazuaki Hiramatsu and Shinji Fukuda
    • Journal Title

      Proceedings of the 19th Congress of Asia and Pacific Division of the International Association of Hydraulic Engineering and Research

      Volume: 1

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Application of the SWAT model and the indicators hydrologic alteration (IHA) method to hydrologic cycle assessment in the Cong Watershed, Vietnam2014

    • Author(s)
      Nguyen Viet Anh, Kazuaki Hiramatsu, Shinji Fukuda, and Masayoshi Harada
    • Journal Title

      Proceedings of the 8th International Symposium on the East Asian Environmental Problems (EAEP2014)

      Volume: 1

    • Related Report
      2014 Annual Research Report
  • [Journal Article] DEVELOPMENT OF MATHEMATICAL MODEL FOR OPTIMIZING OPERATION OF MULTI-PURPOSE RESERVOIR IN BALANCE OF HUMAN AND ENVIRONMENT FLOW REQUIREMENTS2014

    • Author(s)
      Trieu Anh Ngoc, Kazuaki Hiramatsu and Masayoshi Harada
    • Journal Title

      Proceedings of JSPS Core-to-Core Program SOWAC Project 2013 Third Joint Seminar between Water Resources University, Vietnam and Kyushu University, Japan

      Volume: 1 Pages: 223-223

    • Related Report
      2013 Research-status Report
  • [Journal Article] Application of a simple genetic algorithm for the calibration of aquatic ecosystem model of an agricultural pond2014

    • Author(s)
      Do Thuy Nguyen, Masayoshi Harada, Kazuaki Hiramatsu and Shinji Fukuda
    • Journal Title

      Paddy and Water Environment

      Volume: 12 Issue: 1 Pages: 1-15

    • DOI

      10.1007/s10333-012-0353-z

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimizing the rule curves of multi-use reservoir operation using a genetic algorithm with a penalty strategy2014

    • Author(s)
      Trieu Anh Ngoc, Kazuaki Hiramatsu and Masayoshi Harada
    • Journal Title

      Paddy and Water Environment

      Volume: 12 Issue: 1 Pages: 125-137

    • DOI

      10.1007/s10333-013-0366-2

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Mathematical Tools for Water Environment Conservation from a View Point of Integrated Watershed Management2013

    • Author(s)
      Kazuaki HIRAMATSU
    • Journal Title

      Proceedings of JSPS Core-to-Core Program SOWAC Project 2013 Third Joint Seminar between Water Resources University, Vietnam and Kyushu University, Japan

      Volume: 1 Pages: 2-2

    • Related Report
      2013 Research-status Report
  • [Journal Article] Analysis of Seasonal Changes in Water Qualities in Eutrophic Reservoirs in a Flat Low-lying Agricultural Area Using an Algae-based Ecosystem Model2013

    • Author(s)
      Masayoshi Harada, Akifumi Douma, Kazuaki Hiramatsu, Do Thuy Nguyen and Atsushi Marui
    • Journal Title

      Irrigation and Drainage

      Volume: 62 Issue: S1 Pages: 24-35

    • DOI

      10.1002/ird.1770

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Real-time Prediction of Chlorophyll-a Time Series in a Eutrophic Agricultural Reservoir in a Coastal Zone Using Recurrent Neural Networks with Periodic Chaos Neurons2013

    • Author(s)
      Masayoshi Harada, Takafumi Tominaga, Kazuaki Hiramatsu and Atsushi Marui
    • Journal Title

      Irrigation and Drainage

      Volume: 62 Issue: S1 Pages: 36-43

    • DOI

      10.1002/ird.1757

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Effect of Simulated Sea Level on the Sedimentation of the Tien River Estuaries, Lower Mekong River, Southern Vietnam2013

    • Author(s)
      Trieu Anh Ngoc, Thanh Letrung, Kazuaki Hiramatsu and Thai Quyet Nguyen
    • Journal Title

      Japan Agricultural Research Quarterly

      Volume: 47 Pages: 405-415

    • NAID

      130004564847

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Application of SWAT model to hydrologic cycle assessment in the Cong watershed, Vietnam2013

    • Author(s)
      Nguyen Viet Anh, Shinji Fukuda, Kazuaki Hiramatsu and Masayoshi Harada
    • Journal Title

      Proceedings of the 7th International Symposium on the East Asian Environmental Problems (EAEP2013)

      Volume: 1 Pages: 182-189

    • Related Report
      2013 Research-status Report
  • [Journal Article] Development of mathematical model to simulate the water quality of a reservoir under scarce underwater light environment2013

    • Author(s)
      Do Thuy Nguyen, Masayoshi Harada and Kazuaki Hiramatsu
    • Journal Title

      Proceedings of the 7th International Symposium on the East Asian Environmental Problems (EAEP2013)

      Volume: 1 Pages: 26-26

    • Related Report
      2013 Research-status Report
  • [Presentation] 有機汚濁化水域の水底近傍における嫌気的条件下での水質動態特性2015

    • Author(s)
      西岡尊寿・原田昌佳・平松和昭
    • Organizer
      平成27年度農業農村工学会大会講演会
    • Place of Presentation
      岡山市(岡山大学)
    • Year and Date
      2015-09-01 – 2015-09-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] ニューラルネットワークモデルによる有明海二枚貝漁獲量の減少要因の究明2015

    • Author(s)
      田畑俊範・大坪えみ・平松和昭・原田昌佳
    • Organizer
      平成27年度農業農村工学会大会講演会
    • Place of Presentation
      岡山市(岡山大学)
    • Year and Date
      2015-09-01 – 2015-09-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] Application of the SWAT model and the indicators hydrologic alteration (IHA) method to hydrologic cycle assessment in the Cong Watershed, Vietnam2014

    • Author(s)
      Nguyen Viet Anh, Kazuaki Hiramatsu, Shinji Fukuda, and Masayoshi Harada
    • Organizer
      8th International Symposium on the East Asian Environmental Problems (EAEP2014)
    • Place of Presentation
      福岡市(九州大学伊都キャンパス稲盛センター)
    • Year and Date
      2014-12-10
    • Related Report
      2014 Annual Research Report
  • [Presentation] 有明海海域環境の改善に向けた海域環境の特徴抽出2014

    • Author(s)
      田畑俊範・平松和昭・原田昌佳
    • Organizer
      平成26年度農業農村工学会九州沖縄支部大会講演会
    • Place of Presentation
      佐賀市(グランデはがくれ)
    • Year and Date
      2014-10-29
    • Related Report
      2014 Annual Research Report
  • [Presentation] Short-term Prediction of Chlorophyll-a in a Eutrophic Closed Water Body using Chaos Recurrent Neural Network2014

    • Author(s)
      Masayoshi Harada, Kazuaki Hiramatsu and Shinji Fukuda
    • Organizer
      19th Congress of Asia and Pacific Division of the International Association of Hydraulic Engineering and Research
    • Place of Presentation
      Water Resources Unibersity, Hanoi, Vietnam
    • Year and Date
      2014-09-21 – 2014-09-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] APPLICATION OF SWAT MODEL TO THE HYDROLOGIC CYCLE AND SEDIMMENT TRANSPORT ASSESSMENT IN THE CONG WATERSHED, VIETNAM2014

    • Author(s)
      Nguyen Viet Anh, Shinji Fukuda, Kazuaki Hiramatsu and Masayoshi Harada
    • Organizer
      JSPS Core-to-Core Program SOWAC Project 2014 Fifth Joint Seminar between Water Resources University, Vietnam and Kyushu University, Japan
    • Place of Presentation
      福岡市(西鉄グランドホテル)
    • Year and Date
      2014-08-06 – 2014-08-07
    • Related Report
      2014 Annual Research Report
  • [Presentation] FRAMEWORK FOR FLOOD DAMAGE ASSESSMENT CONSIDERING ABNORMAL CONDITIONS BY USING THE HYDRAULIC AND GIS MODELING2014

    • Author(s)
      Trieu Anh Ngoc, Dang Dong Nguyen, Vu Thi Hoai Thu and Kazuaki HIRAMATSU
    • Organizer
      JSPS Core-to-Core Program SOWAC Project 2014 Fifth Joint Seminar between Water Resources University, Vietnam and Kyushu University, Japan
    • Place of Presentation
      福岡市(西鉄グランドホテル)
    • Year and Date
      2014-08-06 – 2014-08-07
    • Related Report
      2014 Annual Research Report
  • [Presentation] Numerical Analysis for Effective Transplant and Seabed Restoration for Recovery of Pen shell Resources in the Ariake Sea, Japan2014

    • Author(s)
      Toshinori Tabata, Kazuaki Hiramatsu and Masayoshi Harada
    • Organizer
      2014 5th International Conference on Environmental Engineering and Applications (ICEEA 2014)
    • Place of Presentation
      Nottingham, UK (The University of Nottingham)
    • Year and Date
      2014-07-05 – 2014-07-06
    • Related Report
      2014 Annual Research Report
  • [Presentation] Mathematical Tools for Water Environment Conservation from a View Point of Integrated Watershed Management2013

    • Author(s)
      Kazuaki HIRAMATSU
    • Organizer
      JSPS Core-to-Core Program SOWAC Project 2013 Third Joint Seminar between Water Resources University, Vietnam and Kyushu University, Japan
    • Place of Presentation
      Water Resources University, Hanoi, Vietnam
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] DEVELOPMENT OF MATHEMATICAL MODEL FOR OPTIMIZING OPERATION OF MULTI-PURPOSE RESERVOIR IN BALANCE OF HUMAN AND ENVIRONMENT FLOW REQUIREMENTS2013

    • Author(s)
      Trieu Anh Ngoc, Kazuaki Hiramatsu and Masayoshi Harada
    • Organizer
      JSPS Core-to-Core Program SOWAC Project 2013 Third Joint Seminar between Water Resources University, Vietnam and Kyushu University, Japan
    • Place of Presentation
      Water Resources University, Hanoi, Vietnam
    • Related Report
      2013 Research-status Report
  • [Presentation] 小規模沿岸浅海域へのネスティング計算法適用に対する研究2013

    • Author(s)
      本田 裕理・平松 和昭・田畑 俊範・原田 昌佳・福田 信二
    • Organizer
      平成25年度農業農村工学会大会講演会
    • Place of Presentation
      東京農業大学世田谷キャンパス
    • Related Report
      2013 Research-status Report
  • [Presentation] ランダムフォレストによる生息場モデリングにおける初期値依存性の影響2013

    • Author(s)
      福田 信二・山口 真理恵・鬼倉 徳雄・中島 淳・平松 和昭・原田 昌佳
    • Organizer
      平成25年度農業農村工学会大会講演会
    • Place of Presentation
      東京農業大学世田谷キャンパス
    • Related Report
      2013 Research-status Report
  • [Presentation] 衛星リモートセンシングを用いたデータ寡少流域における流域情報抽出と原単位法による栄養塩負荷解析2013

    • Author(s)
      神田 綾香・Trieu Anh Ngoc・平松 和昭・原田 昌佳・福田 信二
    • Organizer
      平成25年度農業農村工学会大会講演会
    • Place of Presentation
      東京農業大学世田谷キャンパス
    • Related Report
      2013 Research-status Report
  • [Presentation] 有機汚濁が進む貯水池の嫌気的条件下における水質環境の定量的評価2013

    • Author(s)
      原田 昌佳・櫻木 剛・平松 和昭・福田 信二
    • Organizer
      平成25年度農業農村工学会大会講演会
    • Place of Presentation
      東京農業大学世田谷キャンパス
    • Related Report
      2013 Research-status Report
  • [Presentation] ランダムフォレストを用いたタイリクバラタナゴと在来タナゴ類の共存パターン解析2013

    • Author(s)
      福田 信二・山口 真理恵・鬼倉 徳雄・平松 和昭・原田 昌佳・中島 淳
    • Organizer
      応用生態工学会 第17回大阪大会
    • Place of Presentation
      大阪市大阪府立大学 I-siteなんば
    • Related Report
      2013 Research-status Report
  • [Presentation] Application of Random Forests for assessing the invasion risk by the non-native rosy bittering subspecies Rhodeus ocellatus ocellatus in northern Kyushu, Japan2013

    • Author(s)
      Shinji Fukuda, Marie Yamaguchi, Norio Onikura, Jun Nakajima, Masayoshi Harada, and Kazuaki Hiramatsu
    • Organizer
      ISEM2013
    • Place of Presentation
      Météo France,フランス国トゥールーズ市
    • Related Report
      2013 Research-status Report
  • [Presentation] ランダムフォレストを用いた九州北部のタナゴ類の生息環境評価2013

    • Author(s)
      福田 信二・山口 真理恵・鬼倉 徳雄・平松 和昭・原田 昌佳・中島 淳
    • Organizer
      2013年度魚類学会シンポジウム
    • Place of Presentation
      宮崎市宮崎観光ホテル
    • Related Report
      2013 Research-status Report
  • [Presentation] 水質・植物プランクトン調査に基づいた富栄養化貯水池の水環境解析2013

    • Author(s)
      原田 昌佳・平松 和昭・福田 信二・多田 成美
    • Organizer
      平成25年度農業農村工学会九州沖縄支部大会
    • Place of Presentation
      宮崎市宮崎観光ホテル
    • Related Report
      2013 Research-status Report
  • [Presentation] 白色LEDを利用した貧酸素水域の水環境改善技術の開発2013

    • Author(s)
      川野 陽介・原田 昌佳・平松 和昭・福田 信二
    • Organizer
      平成25年度農業農村工学会九州沖縄支部大会
    • Place of Presentation
      宮崎市宮崎観光ホテル
    • Related Report
      2013 Research-status Report
  • [Presentation] Application of SWAT model to hydrologic cycle assessment in the Cong watershed, Vietnam2013

    • Author(s)
      Nguyen Viet Anh, Shinji Fukuda, Kazuaki Hiramatsu and Masayoshi Harada
    • Organizer
      The 7th International Symposium on the East Asian Environmental Problems (EAEP2013)
    • Place of Presentation
      九州大学伊都キャンパス稲盛財団記念館(福岡市西区元岡)
    • Related Report
      2013 Research-status Report
  • [Presentation] Development of mathematical model to simulate the water quality of a reservoir under scarce underwater light environment2013

    • Author(s)
      Do Thuy Nguyen, Masayoshi Harada and Kazuaki Hiramatsu
    • Organizer
      The 7th International Symposium on the East Asian Environmental Problems (EAEP2013)
    • Place of Presentation
      九州大学伊都キャンパス稲盛財団記念館(福岡市西区元岡)
    • Related Report
      2013 Research-status Report
  • [Presentation] 空間分布モデリングにおける生物分布データの質的要素の影響に関する一考2013

    • Author(s)
      福田 信二・平松 和昭・原田 昌佳
    • Organizer
      応用生態工学会福岡2013(第3回九州地区事例発会)
    • Place of Presentation
      福岡市九州大学西新キャンパス
    • Related Report
      2013 Research-status Report
  • [Presentation] 機械学習を援用した2次元生態水理モデルによるメダカの微生息環境評価2013

    • Author(s)
      棚倉 大智・福田 信二・平松 和昭・原田 昌佳
    • Organizer
      応用生態工学会福岡2013(第3回九州地区事例発会)
    • Place of Presentation
      福岡市九州大学西新キャンパス
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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