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Extraction of coupled atmosphere-ocean modes using ensemble-based data assimilation and its application to short-range prediction

Research Project

Project/Area Number 17K05663
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Meteorology/Physical oceanography/Hydrology
Research InstitutionKeio University (2022)
Japan Agency for Marine-Earth Science and Technology (2017-2021)

Principal Investigator

KOMORI Nobumasa  慶應義塾大学, 自然科学研究教育センター(日吉), 研究員 (80359223)

Project Period (FY) 2017-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2019: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2018: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords海洋物理・陸水学 / 気象学 / 大気海洋相互作用 / データ同化 / 季節変動予測 / アンサンブル / 観測システムシミュレーション実験
Outline of Final Research Achievements

We have constructed a system to assimilate atmospheric observational data into a global coupled atmosphere-ocean modeu using an ensemble-based method, and found the basin-scale structure of surface atmospheric variables over the tropical Pacific reconstructed from the ensemble correlation in the CGCM-based system but not in the AGCM-based system. We also constructed an experimental seasonal prediction system using a simple nudging method which assimilate only sea surface temperature data. The system exhibits a good prediction skill including sea-ice covered regions. In addition, we modified the atmospheric component to use the realistic depth of inland seas and large lakes, and revealed that biases in the large-scale circulation could be mitigated through the improved land-sea thermal contrast.

Academic Significance and Societal Importance of the Research Achievements

大気海洋結合モデルを用いた季節変動予測自体はすでに実用化されているが,その精度を向上させるためには,初期条件を作成する際に大気と海洋を一体的に取り扱うことが重要であり,各国の現業数値予報センターでも精力的に開発が行われている分野である.一方,大気大循環モデルにおける内海や湖沼の取扱いは,これまであまり着目されてこなかったものの,その影響は無視できないことが本研究で明らかとなった.従って本研究の成果は,将来的な季節変動予測の精度向上に資するものであると考えている.

Report

(7 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (48 results)

All 2023 2022 2021 2020 2019 2018 2017 Other

All Journal Article (4 results) (of which Peer Reviewed: 4 results,  Open Access: 4 results) Presentation (43 results) (of which Int'l Joint Research: 22 results,  Invited: 2 results) Remarks (1 results)

  • [Journal Article] Super-rotation independent of horizontal diffusion reproduced in a Venus GCM2023

    • Author(s)
      Sugimoto Norihiko、Fujisawa Yukiko、Komori Nobumasa、Kashimura Hiroki、Takagi Masahiro、Matsuda Yoshihisa
    • Journal Title

      Earth, Planets and Space

      Volume: 75 Issue: 1 Pages: 1-9

    • DOI

      10.1186/s40623-023-01806-7

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Akatsuki LIR observing system simulation experiments evaluated by thermal tides in the Venus atmosphere2022

    • Author(s)
      Sugimoto Norihiko、Fujisawa Yukiko、Komori Nobumasa、Ando Hiroki、Kouyama Toru、Takagi Masahiro
    • Journal Title

      Geoscience Letters

      Volume: 9 Issue: 1 Pages: 44-44

    • DOI

      10.1186/s40562-022-00253-8

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] EFSO at different geographical locations verified with observing-system experiments2021

    • Author(s)
      Akira Yamazaki, Takemasa Miyoshi, Jun Inoue, Takeshi Enomoto, and Nobumasa Komori
    • Journal Title

      Weather and Forecasting

      Volume: - Issue: 4 Pages: 1219-1236

    • DOI

      10.1175/waf-d-20-0152.1

    • NAID

      120007089248

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Ensemble-based atmospheric reanalysis using a global coupled atmosphere-ocean GCM2018

    • Author(s)
      Nobumasa Komori, Takeshi Enomoto, Takemasa Miyoshi, Akira Yamazaki, Akira Kuwano-Yoshida, and Bunmei Taguchi
    • Journal Title

      Monthly Weather Review

      Volume: 146 Issue: 10 Pages: 3311-3323

    • DOI

      10.1175/mwr-d-17-0361.1

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Introduction of the Venus General Circulation Model (AFES-Venus) and Data Assimilation System (ALEDAS-V)2023

    • Author(s)
      Norihiko Sugimoto, Yukiko Fujisawa, Nobumasa Komori, Hiroki Ando, Masahiro Takagi, Hiroki Kashimura, Yoshihisa Matsuda, AFES-Venus and ALEDAS-V Team
    • Organizer
      Venus Surface and Atmosphere 2023
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 金星大気におけるあかつき中間赤外カメラの観測システムシミュレーション実験2023

    • Author(s)
      杉本 憲彦,藤澤 由貴子,小守 信正,安藤 紘基,神山 徹,高木 征弘
    • Organizer
      九州大学応用力学研究所 共同利用研究集会『地球流体における波動と対流現象の力学』
    • Related Report
      2022 Annual Research Report
  • [Presentation] Atmospheric response to land-sea thermal contrast around the Black and Caspian Seas in an AGCM2022

    • Author(s)
      Nobumasa Komori, Akira Yamazaki, and Akira Kuwano-Yoshida
    • Organizer
      日本地球惑星科学連合 2022年大会
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] EFSO at different geographical locations verified with observing-system experiments2022

    • Author(s)
      Akira Yamazaki, Takemasa Miyoshi, Jun Inoue, Takeshi Enomoto, and Nobumasa Komori
    • Organizer
      日本地球惑星科学連合 2022年大会
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 黒海・カスピ海周辺の熱的海陸コントラストに対する大気応答2022

    • Author(s)
      小守 信正,山﨑 哲,吉田 聡
    • Organizer
      日本海洋学会 2022年度秋季大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] AFES-Venus による「あかつき」データ同化の試み2022

    • Author(s)
      杉本 憲彦,藤澤 由貴子,小守 信正,AFES Venus チーム,ALEDAS-V チーム
    • Organizer
      日本海洋学会 2022年度秋季大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 季節予測モデル (CFES ESPreSSO) におけるアンサンブル揺らぎと大気海洋相互作用2022

    • Author(s)
      尾形 友道,山﨑 哲,小守 信正
    • Organizer
      日本海洋学会 2022年度秋季大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Introduction of AFES-Venus (Venus GCM) and ALEDAS-V (AFES LETKF Data Assimilation System for Venus)2022

    • Author(s)
      Norihiko Sugimoto, Yukiko Fujisawa, Nobumasa Komori, Hiroki Ando, Masahiro Takagi, Hiroki Kashimura, Yoshihisa Matsuda, AFES-Venus team, and ALEDAS-V team
    • Organizer
      Venus Science Conference
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 黒海・カスピ海周辺の熱的海陸コントラストに対する大気応答2022

    • Author(s)
      小守 信正,山﨑 哲,吉田 聡
    • Organizer
      日本気象学会 2022年度秋季大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 黒海・カスピ海周辺の熱的海陸コントラストに対する大気応答2022

    • Author(s)
      小守 信正,山﨑 哲,吉田 聡
    • Organizer
      京都大学防災研究所 一般研究集会『大気海洋結合系の変動・変化と広域・持続的な異常天候』
    • Related Report
      2022 Annual Research Report
  • [Presentation] 週間予報実験においてどの緯度帯での観測インパクトが長く持続するか?2021

    • Author(s)
      山﨑 哲,三好 建正,猪上 淳,榎本 剛,小守 信正
    • Organizer
      日本気象学会 2021年度春季大会
    • Related Report
      2021 Research-status Report
  • [Presentation] 反復データ除去実験と非反復データ除去実験での観測インパクトの違い:北極域ラジオゾンデ観測の場合2021

    • Author(s)
      山﨑 哲,三好 建正,猪上 淳,榎本 剛,小守 信正
    • Organizer
      日本気象学会 2021年度春季大会
    • Related Report
      2021 Research-status Report
  • [Presentation] EFSO at Different Geographical Locations Verified with Observing-system Experiments2021

    • Author(s)
      Akira Yamazaki, Takemasa Miyoshi, Jun Inoue, Takeshi Enomoto, and Nobumasa Komori
    • Organizer
      AOGS 18th Annual Meeting
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] EFSO at Different Geographical Locations Verified with Observing-system Experiments2021

    • Author(s)
      Akira Yamazaki, Takemasa Miyoshi, Jun Inoue, Takeshi Enomoto, and Nobumasa Komori
    • Organizer
      WCRP-WWRP Symposium on Data Assimilation and Reanalysis
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Toward practical use of EFSO for weekly weather forecasts: Dynamics for propagation of observation impacts2020

    • Author(s)
      Akira Yamazaki, Takemasa Miyoshi, Takeshi Enomoto, Jun Inoue, and Nobumasa Komori
    • Organizer
      JpGU-AGU Joint Meeting 2020: Virtual
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] A global eddying hindcast ocean simulation with OFES22020

    • Author(s)
      Hideharu Sasaki, Shinichiro Kida, Ryo Furue, Hidenori Aiki, Nobumasa Komori, Yukio Masumoto, Toru Miyama, Masami Nonaka, Yoshikazu Sasai, and Bunmei Taguchi
    • Organizer
      Ocean Sciences Meeting 2020
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Experimental seasonal climate prediction using CFES: Comparison with the SINTEX-F systems2019

    • Author(s)
      Nobumasa Komori, Bunmei Taguchi, Akira Kuwano-Yoshida, Takeshi Doi, and Masami Nonaka
    • Organizer
      日本地球惑星科学連合2019年大会
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Ensemble Forecast Sensitivity to Observations (EFSO) technique for global observing system experiments (OSEs)2019

    • Author(s)
      Akira Yamazaki, Takemasa Miyoshi, Takeshi Enomoto, Nobumasa Komori, and Jun Inoue
    • Organizer
      Workshop: Observational campaigns for better weather forecasts
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 準全球高解像度海洋過去再現シミュレーションOFES22019

    • Author(s)
      佐々木 英治, 古惠 亮, 木田 新一郎, 相木 秀則, 小守 信正, 升本 順夫, 美山 透, 野中 正見, 笹井 義一, 田口 文明
    • Organizer
      日本海洋学会2019年度秋季大会
    • Related Report
      2019 Research-status Report
  • [Presentation] 全球大気海洋結合モデルCFESを用いた実験的季節予測システムの開発(III)2019

    • Author(s)
      小守 信正, 田口 文明, 吉田 聡, 土井 威志, 野中 正見
    • Organizer
      日本海洋学会2019年度秋季大会
    • Related Report
      2019 Research-status Report
  • [Presentation] Experimental seasonal climate prediction using CFES: Preliminary results2019

    • Author(s)
      Nobumasa Komori, Bunmei Taguchi, Akira Kuwano-Yoshida, Takeshi Doi, and Masami Nonaka
    • Organizer
      4th International Joint Workshop on Computationally-Intensive Modeling of the Climate System and 9th OFES International Workshop
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 観測インパクト評価診断 (EFSO) ツールの「機動的」観測実験への利用2018

    • Author(s)
      山崎 哲, 三好 建正, 榎本 剛, 小守 信正, 猪上 淳
    • Organizer
      日本気象学会2018年度春季大会
    • Related Report
      2018 Research-status Report
  • [Presentation] Experimental seasonal climate prediction using CFES: Preliminary results2018

    • Author(s)
      Nobumasa Komori, Bunmei Taguchi, Akira Kuwano-Yoshida, Takeshi Doi, and Masami Nonaka
    • Organizer
      日本地球惑星科学連合2018年大会
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Using the Ensemble Forecast Sensitivity to Observations (EFSO) technique for an adaptive sampling problem in a global observing system2018

    • Author(s)
      Akira Yamazaki, Takemasa Miyoshi, Takeshi Enomoto, Nobumasa Komori, and Jun Inoue
    • Organizer
      日本地球惑星科学連合2018年大会
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Ensemble-based atmospheric reanalysis using a global coupled atmosphere-ocean GCM2018

    • Author(s)
      Nobumasa Komori, Takeshi Enomoto, Takemasa Miyoshi, Akira Yamazaki, Akira Kuwano-Yoshida, and Bunmei Taguchi
    • Organizer
      日本地球惑星科学連合2018年大会
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Ensemble-based atmospheric reanalysis using a global coupled atmosphere-ocean GCM2018

    • Author(s)
      Nobumasa Komori, Takeshi Enomoto, Takemasa Miyoshi, Akira Yamazaki, Akira Kuwano-Yoshida, and Bunmei Taguchi
    • Organizer
      AOGS 15th Annual Meeting
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Experimental seasonal climate prediction using CFES: Preliminary results2018

    • Author(s)
      Nobumasa Komori, Bunmei Taguchi, Akira Kuwano-Yoshida, Takeshi Doi, and Masami Nonaka
    • Organizer
      AOGS 15th Annual Meeting
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Using the Ensemble Forecast Sensitivity to Observations (EFSO) technique for global observing system experiments (OSEs)2018

    • Author(s)
      Akira Yamazaki, Takemasa Miyoshi, Takeshi Enomoto, Nobumasa Komori, and Jun Inoue
    • Organizer
      Workshop on Sensitivity Analysis and Data Assimilation in Meteorology and Oceanography
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 全球大気海洋結合モデルCFESを用いた実験的季節予測システムの開発(II)2018

    • Author(s)
      小守 信正, 田口 文明, 吉田 聡, 土井 威志, 野中 正見
    • Organizer
      日本海洋学会2018年度秋季大会
    • Related Report
      2018 Research-status Report
  • [Presentation] Ensemble-based atmospheric reanalysis using a global coupled atmosphere-ocean GCM2018

    • Author(s)
      Nobumasa Komori, Takeshi Enomoto, Takemasa Miyoshi, Akira Yamazaki, Akira Kuwano-Yoshida, and Bunmei Taguchi
    • Organizer
      第9回データ同化ワークショップ
    • Related Report
      2018 Research-status Report
  • [Presentation] 全球大気海洋結合モデルCFESを用いた実験的季節予測システムの開発(II)2018

    • Author(s)
      小守 信正, 田口 文明, 吉田 聡, 土井 威志, 野中 正見
    • Organizer
      研究集会「季節予測システムの進展と異常気象の要因分析」
    • Related Report
      2018 Research-status Report
  • [Presentation] Ensemble-based atmospheric reanalysis using a global coupled atmosphere-ocean GCM2018

    • Author(s)
      Nobumasa Komori, Takeshi Enomoto, Takemasa Miyoshi, Akira Yamazaki, Akira Kuwano-Yoshida, and Bunmei Taguchi
    • Organizer
      7th International Symposium on Data Assimilation
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] AFES-LETKFデータ同化システムでのEFSOを使ったラジオゾンデ観測インパクトの診断・評価実験2018

    • Author(s)
      山崎 哲, 三好 建正, 榎本 剛, 小守 信正, 猪上 淳
    • Organizer
      第8回データ同化ワークショップ
    • Related Report
      2017 Research-status Report
  • [Presentation] Experimental seasonal climate prediction using CFES: Preliminary results2018

    • Author(s)
      Nobumasa Komori, Bunmei Taguchi, Akira Kuwano-Yoshida, Takeshi Doi, Masami Nonaka
    • Organizer
      2018 Ocean Sciences Meeting
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Quantifying the relative contribution of remote influence from tropics and extra-tropical oceanic variability on the interannual-to-decadal variability of the midlatitude atmosphere2018

    • Author(s)
      Bunmei Taguchi, Kazuaki Nishii, Hisashi Nakamura, Yu Kosaka, Masato Mori, Takafumi Miyasaka, Nobumasa Komori, Akira Kuwano-Yoshida, Masami Nonaka
    • Organizer
      2018 Ocean Sciences Meeting
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Experimental seasonal climate prediction using CFES: Preliminary results2017

    • Author(s)
      Nobumasa Komori, Bunmei Taguchi, Akira Kuwano-Yoshida, Takeshi Doi, Masami Nonaka
    • Organizer
      JpGU-AGU Joint Meeting 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 南極点ゾンデ観測同化のためのAFES-LETKF同化システムの改良2017

    • Author(s)
      山崎 哲, 榎本 剛, 三好 建正, 吉田 聡, 小守 信正
    • Organizer
      日本気象学会2017年度春季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 全球大気海洋結合モデルCFESを用いた実験的季節予測システムの開発2017

    • Author(s)
      小守 信正, 田口 文明, 吉田 聡, 土井 威志, 野中 正見
    • Organizer
      日本海洋学会2017年度秋季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 熱帯域の大気海洋変動が中高緯度・北極域へ及ぼす遠隔影響: AFES過去再現実験とCFESペースメーカー実験2017

    • Author(s)
      田口 文明, 西井 和晃, 中村 尚, 小坂 優, 森 正人, 宮坂 貴文, 小守 信正, 吉田 聡, 野中 正見
    • Organizer
      日本海洋学会2017年度秋季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] AFES-LETKF同化システムへの観測インパクト評価診断ツールの実装2017

    • Author(s)
      山崎 哲, 三好 建正, 榎本 剛, 小守 信正
    • Organizer
      日本気象学会2017年度秋季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] AFES-LETKF data assimilation system for an experimental atmospheric global ensemble2017

    • Author(s)
      Akira Yamazaki, Takeshi Enomoto, Takemasa Miyoshi, and Nobumasa Komori
    • Organizer
      5th International Conference on Reanalysis
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 全球大気海洋結合モデルCFESを用いた実験的季節予測システムの開発2017

    • Author(s)
      小守 信正, 田口 文明, 吉田 聡, 土井 威志, 野中 正見
    • Organizer
      京都大学防災研究所 一般研究集会「様々な結合過程がもたらす異常気象の実態とそのメカニズム」
    • Related Report
      2017 Research-status Report
  • [Presentation] AFES-LETKFデータ同化システムへの観測インパクト評価診断ツールの実装2017

    • Author(s)
      山崎 哲, 三好 建正, 榎本 剛, 小守 信正, 猪上 淳
    • Organizer
      京都大学防災研究所 一般研究集会「様々な結合過程がもたらす異常気象の実態とそのメカニズム」
    • Related Report
      2017 Research-status Report
  • [Remarks] 小守 信正 < JAMSTEC

    • URL

      http://www.jamstec.go.jp/res/ress/komori/index.ja.html

    • Related Report
      2020 Research-status Report 2019 Research-status Report 2018 Research-status Report 2017 Research-status Report

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Published: 2017-04-28   Modified: 2024-01-30  

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