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Improved Arctic Ocean heat and freshwater transport and climate prediction by an interactive thin- and thick- ice data assimilation in an OGCM

Research Project

Project/Area Number 16K17805
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Meteorology/Physical oceanography/Hydrology
Research InstitutionJapan, Meteorological Research Institute

Principal Investigator

Toyoda Takahiro  気象庁気象研究所, 全球大気海洋研究部, 主任研究官 (90450775)

Project Period (FY) 2016-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2019: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2018: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywords海氷 / 薄氷 / データ同化 / 北極海 / 水塊形成 / 再解析 / 南極海 / 予測 / 気候変動 / 海洋物理
Outline of Final Research Achievements

A new method was introduced for constraining an ocean general circulation model by thin ice coverage and thickness retrievals from satellite observations. This approach impacted key parameters in the ocean-sea ice simulation, such as sea ice thickness, mixed layer depth, and surface salinity. In addition, schemes reflecting observational data were constructed: albedos of sea ice and snow on it in the melting season based on observations; adjoint system including sea ice dynamics which propagates sensitivities of model-observation misfits backward in time. These results were published in international peer-review journals. The enhanced ocean-sea ice reanalysis is now used in a coupled atmosphere-ocean-sea ice experiment and process study for enhancing our understanding and prediction of the Arctic Ocean climate.

Academic Significance and Societal Importance of the Research Achievements

まず、衛星観測から得られていた海氷形成域における薄氷情報が、海氷シミュレーションを大きく改善することを示すことが出来た。これは現状のモデルの改善の方向性を示すとともにデータ同化のアプローチの有効性を示唆し、初期値化・再解析に活用できる知見である。また本科研費の枠組みで更なる観測とモデルの融合的研究を進め、海氷データ同化の基盤を発展させることが出来た。成果は学会や国際誌での発表を通じて、世界の研究者と共有・議論を行った。現在、このシステムを用いて行っている大気・海洋・海氷結合予測実験やプロセス研究は北極海気候の理解・予測に更に貢献することが期待できる。

Report

(6 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (28 results)

All 2020 2019 2018 2017

All Journal Article (8 results) (of which Peer Reviewed: 5 results,  Open Access: 2 results,  Acknowledgement Compliant: 1 results) Presentation (20 results) (of which Int'l Joint Research: 12 results,  Invited: 2 results)

  • [Journal Article] Impact of observation-based snow albedo parameterization on global ocean simulation results2020

    • Author(s)
      Toyoda, T., T. Aoki, M. Niwano, T. Tanikawa, L. S. Urakawa, H. Tsujino, H. Nakano, K. Sakamoto, N. Hirose, and G. Yamanaka
    • Journal Title

      Polar Science

      Volume: na Pages: 100521-100521

    • DOI

      10.1016/j.polar.2020.100521

    • Related Report
      2020 Annual Research Report 2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] 海洋・海氷シミュレーションにおける海氷速度データの利用2020

    • Author(s)
      豊田隆寛, 木村詞明, 浦川昇吾, 辻野博之, 中野英之, 坂本圭, 山中吾郎
    • Journal Title

      月刊海洋

      Volume: 52 Pages: 42-47

    • Related Report
      2020 Annual Research Report 2019 Research-status Report
  • [Journal Article] Incorporation of satellite-derived thin-ice data into a global OGCM simulation2019

    • Author(s)
      Takahiro Toyoda, Katsushi Iwamoto, L. Shogo Urakawa, Hiroyuki Tsujino, Hideyuki Nakano, Kei Sakamoto, Goro Yamanaka, Yoshiki Komuro, Shigeto Nishino, Jinro Ukita
    • Journal Title

      Climate Dynamics

      Volume: 53 Issue: 11 Pages: 7113-7130

    • DOI

      10.1007/s00382-019-04979-8

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] 衛星観測の薄氷データを用いた海洋・海氷シミュレーションの改善2019

    • Author(s)
      豊田隆寛, 岩本勉之, 浦川昇吾, 辻野博之, 中野英之, 坂本圭, 山中吾郎, 小室芳樹, 西野茂人, 浮田甚郎
    • Journal Title

      月刊海洋

      Volume: 51 Pages: 121-127

    • Related Report
      2018 Research-status Report
  • [Journal Article] Effects of inclusion of adjoint sea ice rheology on backward sensitivity evolution examined using an adjoint ocean?sea ice model2019

    • Author(s)
      Toyoda Takahiro、Hirose Nariaki、Urakawa L. Shogo、Tsujino Hiroyuki、Nakano Hideyuki、Usui Norihisa、Fujii Yosuke、Sakamoto Kei、Yamanaka Goro
    • Journal Title

      Monthly Weather Review

      Volume: (accepted) Issue: 6 Pages: 1-18

    • DOI

      10.1175/mwr-d-18-0198.1

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] 海氷アジョイントモデルを用いた海洋・海氷場の解析に向けて2018

    • Author(s)
      豊田, 広瀬, 浦川, 碓氷, 藤井, 中野, 坂本, 辻野, 山中, 堤
    • Journal Title

      月刊海洋

      Volume: 50 Pages: 127-132

    • Related Report
      2017 Research-status Report
  • [Journal Article] Four-dimensional variational ocean reanalysis: a 30-year high-resolution dataset in the western North Pacific (FORA-WNP30)2017

    • Author(s)
      Usui, N., T. Wakamatsu,Y. Tanaka, N. Hirose, T. Toyoda, S. Nishikawa, Y. Fujii, Y. Takatsuki, H. Igarashi, H. Nishikawa, Y. Ishikawa, T. Kuragano, M. Kamachi
    • Journal Title

      Journal of Oceanography

      Volume: 73 Issue: 2 Pages: 205-233

    • DOI

      10.1007/s10872-016-0398-5

    • NAID

      40021131632

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 日本の海洋データ同化研究 ─20年間の功績と今後の展望─2017

    • Author(s)
      藤井陽介、蒲地政文、広瀬直毅、望月崇、瀬藤聡、美山透、広瀬成章、長船哲史、韓修妍、五十嵐弘道、宮澤泰正、豊田隆寛、干場康博、増田周平、石川洋一、碓氷典久、黒田寛、高山勝巳
    • Journal Title

      海の研究

      Volume: 26 Pages: 15-43

    • NAID

      130007485454

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Presentation] Optimization of dynamic parameters of sea ice models based on satellite-derived sea ice velocity data2020

    • Author(s)
      Toyoda, T., N. Kimura, L. S. Urakawa, H. Tsujino, H. Nakano, K. Sakamoto, and G. Yamanaka
    • Organizer
      JpGU-AGU Joint Meeting 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimization of dynamic parameters of sea ice models based on satellite-derived sea ice velocity field2020

    • Author(s)
      Toyoda, T., N. Kimura, L. S. Urakawa, H. Tsujino, H. Nakano, K. Sakamoto, and G. Yamanaka
    • Organizer
      Sixth International Symposium on Arctic Research Japan Consortium for Arctic Environmental Research
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimization of dynamic parameters of sea ice models based on satellite-derived sea ice velocity field2020

    • Author(s)
      Toyoda, T., N. Kimura, L. S. Urakawa, H. Tsujino, H. Nakano, K. Sakamoto, and G. Yamanaka
    • Organizer
      The 35th International Symposium on Okhotsk Sea & Polar Oceans
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimization of dynamic parameters of sea ice models based on satellite-derived sea ice velocity field2020

    • Author(s)
      Toyoda, T., N. Kimura, L. S. Urakawa, H. Tsujino, H. Nakano, K. Sakamoto, G. Yamanaka
    • Organizer
      The 35th International Symposium on Okhotsk Sea & Polar Oceans
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Optimization of dynamic parameters of sea ice models based on satellite-derived sea ice velocity field2020

    • Author(s)
      Toyoda, T., N. Kimura, L. S. Urakawa, H. Tsujino, H. Nakano, K. Sakamoto, G. Yamanaka
    • Organizer
      Sixth International Symposium on Arctic Research
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Impact of observation-based snow albedo with starting temperature of -2℃ for surface melting effect on a global ocean simulation2019

    • Author(s)
      Takahiro Toyoda, Teruo Aoki, Masashi Niwano, Tomonori Tanikawa, L. Shogo Urakawa, Hiroyuki Tsujino, Hideyuki Nakano, Kei Sakamoto, Nariaki Hirose, Goro Yamanaka
    • Organizer
      Japan Geoscience Union Meeting 2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 海氷速度データを利用した北極海モデリングの改善2019

    • Author(s)
      豊田隆寛, 木村詞明, 浦川昇吾, 辻野博之, 中野英之, 坂本圭, 山中吾郎
    • Organizer
      日本海洋学会2019年度秋季大会
    • Related Report
      2019 Research-status Report
  • [Presentation] 海洋・海氷シミュレーションにおける海氷速度データの利用2019

    • Author(s)
      豊田隆寛, 木村詞明, 浦川昇吾, 辻野博之, 中野英之, 坂本圭, 山中吾郎
    • Organizer
      太平洋を中心としたマルチスケール海洋変動と分野横断的研究
    • Related Report
      2019 Research-status Report
  • [Presentation] Incorporation of satellite-derived thin ice data into a global OGCM simulation2019

    • Author(s)
      Toyoda, T., K. Iwamoto, L. S. Urakawa, H. Tsujino, H. Nakano, K. Sakamoto, G. Yamanaka, Y. Komuro, S. Nishino, and J. Ukita
    • Organizer
      The 34th International Symposium on Okhotsk Sea & Polar Oceans
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 数値モデリングにおける衛星観測データの利用2018

    • Author(s)
      豊田隆寛
    • Organizer
      北極域の人工衛星観測およびその数値モデリングへの応用に関する研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] AMSR-E薄氷データのOGCMでの利用について2018

    • Author(s)
      豊田隆寛
    • Organizer
      海氷モデリング研究集会
    • Related Report
      2018 Research-status Report
  • [Presentation] 衛星観測の薄氷データを用いた海洋・海氷シミュレーションの改善2018

    • Author(s)
      豊田隆寛
    • Organizer
      北太平洋を中心とした中高緯度における海洋変動
    • Related Report
      2018 Research-status Report
  • [Presentation] AMSR-E薄氷データを用いた海洋・海氷場の解析2018

    • Author(s)
      豊田隆寛, 辻野博之, 浦川昇吾, 中野英之, 坂本圭, 山中吾郎, 岩本勉之, 小室芳樹, 浮田甚郎
    • Organizer
      日本海洋学会2018年度秋季大会
    • Related Report
      2018 Research-status Report
  • [Presentation] Sensitivity analysis of sea ice using a global ocean-sea ice adjoint model2018

    • Author(s)
      T. Toyoda, N. Hirose, L. S. Urakawa, N. Usui, Y. Fujii, H. Nakano, K. Sakamoto, H. Tsujino, G. Yamanaka, and Y. Tsutsumi
    • Organizer
      The 33rd International Symposium on Okhotsk Sea & Polar Oceans
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Data assimilation of sea ice concentration data into a global ocean-sea ice model with correction for atmospheric forcing field2017

    • Author(s)
      Takahiro Toyoda
    • Organizer
      The 32nd International Symposium on Okhotsk Sea & Polar Oceans
    • Place of Presentation
      紋別市文化会館
    • Year and Date
      2017-02-21
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Data assimilation of sea ice concentration data into a global ocean-sea ice model with correction for atmospheric forcing field2017

    • Author(s)
      Takahiro Toyoda
    • Organizer
      Workshop on Sea Ice Remote Sensing and Modeling
    • Place of Presentation
      東京大学本郷キャンパス
    • Year and Date
      2017-01-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 海氷アジョイントモデルを用いた海洋・海氷場の解析に向けて2017

    • Author(s)
      豊田隆寛
    • Organizer
      東京大学大気海洋研究所国際沿岸海洋研究センター研究集会(大槌シンポジウム海洋パート)「北太平洋を中心とした海洋表層変動研究の現状と将来」
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] 海氷アジョイントモデルを用いた海洋・海氷場の解析に向けて2017

    • Author(s)
      豊田隆寛, 藤井陽介, 碓氷典久, 広瀬成章, 辻野博之
    • Organizer
      日本海洋学会2017年度秋季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Development of the global ocean-sea ice data assimilation system in MRI2017

    • Author(s)
      Toyoda, T.
    • Organizer
      Polar ORA-IP meeting
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Activities and plans of the ocean reanalysis groups in Japan2017

    • Author(s)
      Toyoda, T., S. Masuda, T. Doi, M. Ishii, and Y. Miyazawa
    • Organizer
      Workshop on ocean reanalyses and inter-comparison
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research

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Published: 2016-04-21   Modified: 2022-01-27  

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