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Improvement of flow and water quality simulation using data assimilation and development of parameter optimization method in water quality model

Research Project

Project/Area Number 25709042
Research Category

Grant-in-Aid for Young Scientists (A)

Allocation TypePartial Multi-year Fund
Research Field Hydraulic engineering
Research InstitutionOsaka University

Principal Investigator

Irie Masayasu  大阪大学, 工学(系)研究科(研究院), 准教授 (00379116)

Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥23,660,000 (Direct Cost: ¥18,200,000、Indirect Cost: ¥5,460,000)
Fiscal Year 2016: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2015: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2014: ¥11,440,000 (Direct Cost: ¥8,800,000、Indirect Cost: ¥2,640,000)
Fiscal Year 2013: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Keywords4次元変分法 / アンサンブルカルマンフィルタ / データ同化 / 大阪湾 / 多項式カオス展開 / 4D-Var / 水質シミュレーション / ROMS / 水質モデル / 沿岸域 / 沿岸域の環境 / 流動水質シミュレーション / 環境水理学 / 海洋レーダ / 沿岸域の流動 / 流動水質モデル
Outline of Final Research Achievements

In this research project, we performed data assimilation using the four-dimensional variational method and the Ensemble Kalman Filter method (EnKF) to obtain the better representation of flow and water quality distributions in coastal areas and to develop the estimation method of various model parameters and conditions used in the water quality model. We assimilated data of surface current velocity collected by HF radar and temperature, salinity, chlorophyll, and dissolved oxygen (DO) collected by Osaka Bay Water Quality Automatic Observation System. Both the four-dimensional variational method and the ENKF significantly improved the distributions of water quality horizontally and vertically. In addition, methods for estimating model parameters in the water quality model using both data assimilation methods was developed and evaluated.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • Research Products

    (29 results)

All 2017 2016 2015 2014 2013 Other

All Int'l Joint Research (4 results) Journal Article (9 results) (of which Peer Reviewed: 9 results,  Open Access: 6 results,  Acknowledgement Compliant: 6 results) Presentation (14 results) (of which Int'l Joint Research: 5 results,  Invited: 1 results) Remarks (1 results) Funded Workshop (1 results)

  • [Int'l Joint Research] ダルハウジー大学(カナダ)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] カリフォルニア大学サンタクルーズ校(米国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] ダルハウジー大学(カナダ)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] カリフォルニア大学サンタクルーズ校(米国)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] 4次元変分法による水質データ同化システムの構築と双子実験2017

    • Author(s)
      岡田輝久, 入江政安, 西田修三
    • Journal Title

      土木学会論文集B1(水工学)

      Volume: 73(4)

    • NAID

      130006406145

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] DEVELOPMENT OF A REAL-TIME WATER QUALITY PREDICTION SYSTEM IN OSAKA BAY2016

    • Author(s)
      入江政安, 日下部包, 太田智也, 岡田輝久, 西田修三
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. B2 (Coastal Engineering)

      Volume: 72 Issue: 2 Pages: I_1261-I_1266

    • DOI

      10.2208/kaigan.72.I_1261

    • NAID

      130005282278

    • ISSN
      1883-8944, 1884-2399
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] DATA ASSIMILATION OF CURRENTS OBSERVED BY HF RADAR AND ADCPS IN OSAKA BAY2016

    • Author(s)
      岡田輝久,入江政安,桑田岳治,西田修三
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. B2 (Coastal Engineering)

      Volume: 72 Issue: 2 Pages: I_505-I_510

    • DOI

      10.2208/kaigan.72.I_505

    • NAID

      130005282318

    • ISSN
      1883-8944, 1884-2399
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A STUDY ON 4D-VAR DATA ASSIMILATION OF VERTICAL PROFILES OF CHLOROPHYLL OBSERVED IN COASTAL SEA2015

    • Author(s)
      岡田輝久,入江政安,藤井裕司,西田修三
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. B2 (Coastal Engineering)

      Volume: 71 Issue: 2 Pages: I_1297-I_1302

    • DOI

      10.2208/kaigan.71.I_1297

    • NAID

      130005109488

    • ISSN
      1883-8944, 1884-2399
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] ROMS 4D-Varの海峡部不安定性を回避するアジョイントモデルの最適化と検証2015

    • Author(s)
      岡田輝久, 入江政安
    • Journal Title

      土木学会論文集B1(水工学)

      Volume: 71(4)

    • NAID

      130005123557

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 4次元変分データ同化を用いた沿岸域モデルの高度化2015

    • Author(s)
      入江政安, 岡田輝久
    • Journal Title

      沿岸海洋研究

      Volume: 52(2) Pages: 159-168

    • NAID

      130007797542

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Data Assimilation of Hourly Vertical Current Profiles Using 4D-Var in Stratified Coastal Area2014

    • Author(s)
      Teruhisa Okada, Masayasu Irie, Shuzo Nishida
    • Journal Title

      Proceedings of the Twenty-fourth (2014) International Ocean and Polar Engineering Conference

      Volume: 1 Pages: 1023-1029

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Four-Dimensional Variational Data Assimilation of Surface Currents Measured by Oceanic Radar2013

    • Author(s)
      入江政安,藤井裕司,岡田輝久,西田修三
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. B2 (Coastal Engineering)

      Volume: 69 Issue: 2 Pages: I_501-I_505

    • DOI

      10.2208/kaigan.69.I_501

    • NAID

      130004551128

    • ISSN
      1883-8944, 1884-2399
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Data Assimilation of Vertical Current Profiles Using 4D-Var2013

    • Author(s)
      入江政安,岡田輝久,西田修三
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. B2 (Coastal Engineering)

      Volume: 69 Issue: 2 Pages: I_506-I_510

    • DOI

      10.2208/kaigan.69.I_506

    • NAID

      130004551129

    • ISSN
      1883-8944, 1884-2399
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] Optimization of time-dependent model parameters by polynomial chaos expansion for a better model representation of chlorophyll in Osaka Bay, Japan2017

    • Author(s)
      Irie, M.; Oda, K.; Okada, T.; Mattern, J.P.; Fennel, K
    • Organizer
      ASLO2017 Aquatic Sciences Meeting
    • Place of Presentation
      Hawaii Convention Center, Honolulu, HI, USA
    • Year and Date
      2017-02-26
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Data assimilation of chlorophyll and dissolved oxygen profiles using the EnKF: a numerical experiment for Osaka Bay, Japan2017

    • Author(s)
      Ito, Y.; Irie, M.; Okada, T.; Yu, L.; Fennel, K
    • Organizer
      ASLO2017 Aquatic Sciences Meeting
    • Place of Presentation
      Hawaii Convention Center, Honolulu, HI, USA
    • Year and Date
      2017-02-26
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Twin experiments of biogeochemical parameter estimation by 4DVar data assimilation in an estuary2017

    • Author(s)
      Okada, T.; Irie, M.; Nishida, S.
    • Organizer
      ASLO2017 Aquatic Sciences Meeting
    • Place of Presentation
      Hawaii Convention Center
    • Year and Date
      2017-02-26
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] アンサンブルカルマンフィルタを用いた水質鉛直分布データ同化の試み2016

    • Author(s)
      伊藤由比己, 岡田輝久, 入江政安, 西田修三
    • Organizer
      日本流体力学会年会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2016-09-26
    • Related Report
      2016 Annual Research Report
  • [Presentation] 63.底質モデルによる窒素・リンの間隙水中濃度および溶出量推定における多項式カオス展開を用いた高度化2016

    • Author(s)
      入江政安, 廣瀨文明, 岡田輝久
    • Organizer
      第29回日本沿岸域学会研究討論会
    • Place of Presentation
      高知工科大学永国寺キャンパス
    • Year and Date
      2016-07-16
    • Related Report
      2016 Annual Research Report
  • [Presentation] Effects of data assimilation on real-time simulation of hypoxia in Tokyo Bay2016

    • Author(s)
      Masayasu Irie, Tomoya Ota, Teruhisa Okada, Shuzo Nishida
    • Organizer
      Estuarine and Coastal Modeling Conference (ECM14)
    • Place of Presentation
      University of Rhode Island
    • Year and Date
      2016-06-12
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 水中設置型分光光度計を用いた栄養塩連続観測法の検討と現地観測2016

    • Author(s)
      林政宏, 入江政安, 岡田輝久, 伊藤由比己, 山野 貴司
    • Organizer
      平成28年度土木学会関西支部年次学術講演会
    • Place of Presentation
      立命館大学びわこくさつキャンパス
    • Related Report
      2016 Annual Research Report
  • [Presentation] 季節変動を伴う水質モデルパラメータの多項式カオス展開による最適化に関する検討2016

    • Author(s)
      小田航平, 廣瀬文明, 岡田輝久, 入江政安
    • Organizer
      平成28年度土木学会関西支部年次学術講演会
    • Place of Presentation
      立命館大学びわこくさつキャンパス
    • Related Report
      2016 Annual Research Report
  • [Presentation] 65.大阪湾におけるリアルタイム水質再現予測システムに関する検討2016

    • Author(s)
      日下部包, 入江政安, 岡田輝久, 太田智也, 西田修三
    • Organizer
      平成28年度土木学会関西支部年次学術講演会
    • Place of Presentation
      立命館大学びわこくさつキャンパス
    • Related Report
      2016 Annual Research Report
  • [Presentation] Sequential 4D-Var assimilation with vertical profiles of temperature, salinity and chlorophyll-a in an estuary with strong stratification2015

    • Author(s)
      Teruhisa Okada and Masayasu Irie
    • Organizer
      Coastal Ocean Modeling Gordon Research Conference
    • Place of Presentation
      University of New England, Biddeford, ME
    • Year and Date
      2015-06-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 多項式カオス展開を用いた底泥中のアンモニア態窒素再現に関するパラメータ推定2015

    • Author(s)
      廣瀬文明, 岡田輝久, Jann Paul Mattern, 入江政安
    • Organizer
      平成27年度土木学会関西支部年次学術講演会
    • Place of Presentation
      摂南大学
    • Related Report
      2015 Annual Research Report
  • [Presentation] 海洋レーダーデータの信頼度が4 次元変分データ同化に及ぼす影響2014

    • Author(s)
      藤井裕司,入江政安,岡田輝久,西田修三
    • Organizer
      日本沿岸域学会研究討論会
    • Place of Presentation
      東海大学海洋学部(静岡県静岡市)
    • Year and Date
      2014-07-25 – 2014-07-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] Data Assimilation of Hourly Vertical Current Profiles Using 4D-Var in Stratified Coastal Area2014

    • Author(s)
      Teruhisa Okada, Masayasu Irie and Shuzo Nishida
    • Organizer
      The Twenty-fourth International Ocean and Polar Engineering Conference (ISOPE 2014)
    • Place of Presentation
      BEXCO, Busan(韓国)
    • Related Report
      2013 Annual Research Report
  • [Presentation] データ同化を用いた沿岸域モデルの高度化

    • Author(s)
      入江政安
    • Organizer
      海洋学会シンポジウム
    • Place of Presentation
      東京海洋大学
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Remarks] Estuary+Python

    • URL

      http://www.estuary.link/

    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
  • [Funded Workshop] International Research Collaboration Workshop onWater Quality Modeling2016

    • Place of Presentation
      大阪大学
    • Year and Date
      2016-11-28
    • Related Report
      2016 Annual Research Report

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Published: 2013-05-21   Modified: 2022-02-16  

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