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A data-driven modeling approach for augmenting climate model simulations and its application to Pacific-Atlantic interbasin interactions

Research Project

Project/Area Number 23K25946
Project/Area Number (Other) 23H01250 (2023)
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeMulti-year Fund (2024)
Single-year Grants (2023)
Section一般
Review Section Basic Section 17020:Atmospheric and hydrospheric sciences-related
Research InstitutionJapan Agency for Marine-Earth Science and Technology

Principal Investigator

RICHTER INGO  国立研究開発法人海洋研究開発機構, 付加価値情報創生部門(アプリケーションラボ), グループリーダー代理 (20649470)

Co-Investigator(Kenkyū-buntansha) 東塚 知己  東京大学, 大学院理学系研究科(理学部), 准教授 (40376538)
木戸 晶一郎  国立研究開発法人海洋研究開発機構, 付加価値情報創生部門(アプリケーションラボ), 研究員 (40878394)
時長 宏樹  九州大学, 応用力学研究所, 教授 (80421890)
小坂 優  東京大学, 先端科学技術研究センター, 准教授 (90746398)
Project Period (FY) 2024-04-01 – 2027-03-31
Project Status Granted (Fiscal Year 2024)
Budget Amount *help
¥18,460,000 (Direct Cost: ¥14,200,000、Indirect Cost: ¥4,260,000)
Fiscal Year 2026: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2025: ¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2024: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2023: ¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Keywordsglobal climate model / linear inverse model / interbasin-interaction / El Nino / Atlantic Nino / pacemaker experiment / interbasin interaction / ENSO / tropical Atlantic / CMIP6 / Linear Inverse Model / basin interaction / GCM experiments
Outline of Research at the Start

This project aims to show that it is possible to reproduce aspects of global climate model simulations with a data-driven framework that requires only a fraction of the computational cost. This technique will be used to better understand the interaction between the tropical Atlantic and El Nino.

Outline of Annual Research Achievements

The goals for fiscal year 2024 were largely achieved. Co-I Kosaka has performed control and pacemaker experiments with the GFDL CM2.1 global climate model (GCM). Co-I Kido has used the output from these experiments to build linear inverse models (LIMs). These LIMs were used to perform corresponding control and pacemaker experiments. The results show that the LIM is able to replicate important aspects of the GCM counterparts. PI Richter and Co-I Kido have presented these results at international workshops. A manuscript is currently being drafted by Co-I Kido with participation of all project members. The corresponding set of experiments with the CESM GCM have not been completed yet but are in preparation by international collaborator Ping Chang (Texas A&M University).
Additional analysis of Atlantic-Pacific basin interaction has been performed and the results have been published in a peer-reviewed international journal with three project members as co-authors. Further efforts on interbasin-interaction have led to a paper that has been accepted for publication. Results from project-related activities were presented at several conferences, including conferences in Japan.
An international workshop was held at Kyushu University with participation from all project members.

Current Status of Research Progress
Current Status of Research Progress

2: Research has progressed on the whole more than it was originally planned.

Reason

Overall, the project has progressed very well. While the CESM simulations by the overseas collaborator are still in preparation, most aspects have gone to plan. Additional research efforts related to the project have led to one published and one accepted paper. Another paper resulting from research efforts in fiscal year 2023 was published. In addition, results from the project's research activities have been presented at several international conferences.

Strategy for Future Research Activity

Given the overall smooth progress in the second year, we will continue to follow the research plan as set out in the research proposal. Completing the CESM experiments will have high priority. Once this has been accomplished, we will evaluate how well LIMs can replicate the behavior of this second GCM. If both the GFDL CM2.1 and CESM can be successfully replicated by LIMs, we will apply the LIM technique to an existing large data base of GCM simulations for comprehensive evaluation of the Atlantic-Pacific linkage. We plan to submit at least one manuscript on the outcomes from our experiments. An international workshop is planned to be held at the University of Tokyo.

Report

(2 results)
  • 2024 Research-status Report
  • 2023 Annual Research Report
  • Research Products

    (46 results)

All 2025 2024 2023 Other

All Int'l Joint Research (1 results) Journal Article (13 results) (of which Int'l Joint Research: 8 results,  Peer Reviewed: 12 results,  Open Access: 11 results) Presentation (31 results) (of which Int'l Joint Research: 28 results,  Invited: 1 results) Funded Workshop (1 results)

  • [Int'l Joint Research] Texas A&M University(米国)

    • Related Report
      2023 Annual Research Report
  • [Journal Article] Revisiting the Inconsistent Influence of El Nino-Southern Oscillation on the Equatorial Atlantic2025

    • Author(s)
      Richter Ingo、Kido Shoichiro、Tozuka Tomoki、Kosaka Yu、Tokinaga Hiroki、Chang Ping
    • Journal Title

      Journal of Climate

      Volume: 38 Issue: 2 Pages: 481-496

    • DOI

      10.1175/jcli-d-24-0182.1

    • Related Report
      2024 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] The Tropical Basin Interaction Model Intercomparison Project (TBIMIP)2025

    • Author(s)
      Richter Ingo、Chang Ping、Chiu Ping-Gin、Danabasoglu Gokhan、Doi Takeshi、Dommenget Dietmar、Gastineau Guillaume、Gillett Zoe E.、Hu Aixue、Kataoka Takahito、Keenlyside Noel S.、Kucharski Fred、Okumura Yuko M.、Park Wonsun、Stuecker Malte F.、Taschetto Andrea S.、Wang Chunzai、Yeager Stephen G.、Yeh Sang-Wook
    • Journal Title

      Geoscientific Model Development

      Volume: 18 Issue: 9 Pages: 2587-2608

    • DOI

      10.5194/gmd-18-2587-2025

    • Related Report
      2024 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] What made 2023 and 2024 the hottest years in a row?2025

    • Author(s)
      Xie Shang-Ping、Miyamoto Ayumu、Zhang Pengcheng、Kosaka Yu、Liang Yu、Lutsko Nicholas J.
    • Journal Title

      npj Climate and Atmospheric Science

      Volume: 8 Issue: 1 Pages: 117-117

    • DOI

      10.1038/s41612-025-01006-y

    • Related Report
      2024 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Event Attribution of 2017/18 Cold Winter in Central Eurasia: Insights on Model Bias Effects2025

    • Author(s)
      Mori Masato、Imada Yukiko、Shiogama Hideo、Kosaka Yu、Takahashi Chiharu、Arai Miki、Kamae Youichi、Hasegawa Akira、Watanabe Masahiro、Tokinaga Hiroki
    • Journal Title

      SOLA

      Volume: 21 Issue: 0 Pages: 117-123

    • DOI

      10.2151/sola.2025-015

    • ISSN
      1349-6476
    • Related Report
      2024 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Comment on “Resolving the Tropical Pacific/Atlantic Interaction Conundrum” by Feng Jiang et al. (2023)2024

    • Author(s)
      Richter Ingo、Keenlyside Noel、Tozuka Tomoki、Okumura Yuko、Wang Chunzai、Chang Ping、Kido Shoichiro、Tokinaga Hiroki
    • Journal Title

      Geophysical Research Letters

      Volume: 51 Issue: 23

    • DOI

      10.1029/2024gl111563

    • Related Report
      2024 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] The influence of extratropical ocean on the PNA Teleconnection: Role of atmosphere-ocean coupling.2024

    • Author(s)
      M. Mori, H. Toikinaga, Y. Kosaka, H. Nakamura, B. Taguchi, H. Tatebe
    • Journal Title

      Geophysi. Res. Lett.

      Volume: 51-14 Issue: 14

    • DOI

      10.1029/2024gl110234

    • Related Report
      2024 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Walker circulation strengthening driven by sea surface temperature changes outside the tropics2024

    • Author(s)
      Toda Masaki、Kosaka Yu、Miyamoto Ayumu、Watanabe Masahiro
    • Journal Title

      Nature Geoscience

      Volume: 17 Issue: 9 Pages: 858-865

    • DOI

      10.1038/s41561-024-01510-5

    • Related Report
      2024 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] What Determines the East Asian Winter Temperature during El Nino - Role of the Early Onset El Nino and Tropical Indian Ocean Warming2024

    • Author(s)
      Shiozaki Masahiro、Tokinaga Hiroki、Mori Masato
    • Journal Title

      Journal of Climate

      Volume: 37 Issue: 15 Pages: 4031-4043

    • DOI

      10.1175/jcli-d-23-0627.1

    • Related Report
      2024 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Simple Statistical Postprocessing Scheme for Enhancing the Skill of Seasonal SST Predictions in the Tropics2024

    • Author(s)
      Richter Ingo、Ratnam Jayanthi V.、Martineau Patrick、Oettli Pascal、Doi Takeshi、Ogata Tomomichi、Kataoka Takahito、Counillon Fran?ois
    • Journal Title

      Monthly Weather Review

      Volume: 152 Issue: 4 Pages: 1039-1056

    • DOI

      10.1175/mwr-d-23-0266.1

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Non-ENSO Precursors for Northwestern Pacific Summer Monsoon Variability with Implications for Predictability2024

    • Author(s)
      Zhang Pengcheng、Xie Shang-Ping、Kosaka Yu、Lutsko Nicholas J.
    • Journal Title

      Journal of Climate

      Volume: 37 Issue: 1 Pages: 199-212

    • DOI

      10.1175/jcli-d-23-0169.1

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Future changes in the wintertime ENSO-NAO teleconnection under greenhouse warming2024

    • Author(s)
      Geng Xin、Kug Jong-Seong、Kosaka Yu
    • Journal Title

      npj Climate and Atmospheric Science

      Volume: 7 Issue: 1 Pages: 1-12

    • DOI

      10.1038/s41612-024-00627-z

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Northern Hemisphere winter atmospheric teleconnections are intensified by extratropical ocean-atmosphere coupling2024

    • Author(s)
      Mori Masato、Kosaka Yu、Taguchi Bunmei、Tokinaga Hiroki、Tatebe Hiroaki、Nakamura Hisashi
    • Journal Title

      Communications Earth & Environment

      Volume: 5 Issue: 1 Pages: 1-16

    • DOI

      10.1038/s43247-024-01282-1

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Tropical Atmospheric Intraseasonal Oscillations Leading to Sea Level Extremes in Coastal Indonesia during Recent Decades2024

    • Author(s)
      Kamp William、Han Weiqing、Zhang Lei、Kido Shoichiro、McCreary Julian P.
    • Journal Title

      Journal of Climate

      Volume: 37 Issue: 9 Pages: 2867-2880

    • DOI

      10.1175/jcli-d-23-0374.1

    • Related Report
      2023 Annual Research Report
  • [Presentation] 地球温暖化に伴うWPパターンの将来変化2025

    • Author(s)
      塩崎公大, 時長宏樹, 森正人
    • Organizer
      日本気象学会第46回九州支部発表会
    • Related Report
      2024 Research-status Report
  • [Presentation] Re-evaluating the two-way interaction between the tropical Atlantic and Pacific2024

    • Author(s)
      Ingo Richter, Noel Keenlyside, Tomoki Tozuka, Yuko Okumura, Chunzai Wang, Ping Chang, Shoichiro Kido, Hiroki Tokinaga
    • Organizer
      2024 International workshop on interbasin interaction, its impacts on predictability, and related climate phenomena, 2024/12/16, Fukuoka, Japan
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] Revisiting ENSO’s inconsistent influence on the equatorial Atlantic2024

    • Author(s)
      Ingo Richter, Tomoki Tozuka, Yu Kosaka, Shoichiro Kido, Hiroki Tokinaga, Ping Chang
    • Organizer
      AOGS Meeting, 2024/06/24, Pyeongchang, South Korea
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] Emulating GCM pacemaker experiments using LIMs2024

    • Author(s)
      Ingo Richter, Shoichiro Kido, Takeshi Doi
    • Organizer
      CLIVAR Workshop on interaction among the tropical basins: observations and simulations, 2024/06/22, Seoul, South Korea
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] On the complexities of ENSO’s influence on the equatorial Atlantic,2024

    • Author(s)
      Ingo Richter, Tomoki Tozuka, Yu Kosaka, Shoichiro Kido, Hiroki Tokinaga
    • Organizer
      JpGU Meeting, 2024/05/27, Makuhari Messe, Japan
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] Exploring 6-month lead predictability of the Atlantic zonal mode in CMIP62024

    • Author(s)
      Ingo Richter, Tomoki Tozuka, Yu Kosaka, Shoichiro Kido, Hiroki Tokinaga
    • Organizer
      EGU General Assembly, 2024/04/15, Vienna, Austria
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] LIM and XRO: Two complementary approaches to understand GCM pacemaker experiments2024

    • Author(s)
      Shoichiro Kido, Ingo Richter, Yu Kosaka
    • Organizer
      2024 International workshop on interbasin interaction, its impacts on predictability, and related climate phenomena, 2024/12/16, Fukuoka, Japan
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] Toward a more complete understanding of tropical Pacific-Atlantic Interaction2024

    • Author(s)
      Ingo Richter, Tomoki Tozuka, Yu Kosaka, Shoichiro Kido, Hiroki Tokinaga, Ping Chang
    • Organizer
      JOS Meeting, 2024/09/18, Tokyo, Japan
    • Related Report
      2024 Research-status Report
  • [Presentation] A study on impacts of interbasin coupling strength on climate modes in the tropical Indian and Pacific Oceans using linear inverse models2024

    • Author(s)
      Ziyu Ye, Shoichiro Kido, Tomoki Tozuka
    • Organizer
      CLIVAR Workshop on Interaction among the tropical basins: observations and simulations
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] Impacts of Interbasin Coupling Strength on the ENSO and IOD revealed by Linear Inverse Models2024

    • Author(s)
      Ziyu Ye, Shoichiro Kido, Tomoki Tozuka
    • Organizer
      AGU Fall Meeting 2024
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] Impacts of interbasin coupling strength on the ENSO and IOD revealed by linear inverse models2024

    • Author(s)
      Ziyu Ye, Shoichiro Kido, Tomoki Tozuka
    • Organizer
      2024 International workshop on interbasin interaction, its impacts on predictability, and related climate phenomena
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] ENSO and Tropical Pacific Decadal Variability forced and unforced by remote SST variability2024

    • Author(s)
      Yu Kosaka, Masaki Toda, JpGU Meeting 2024
    • Organizer
      JpGU Meeting 2024
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] Extratropical versus inter-basin influence on the recent Walker circulation strengthening2024

    • Author(s)
      Yu Kosaka, Masaki Toda, Ayumu Miyamoto, Masahiro Watanabe
    • Organizer
      CLIVAR Workshop on Interaction among the tropical basins: observations and simulations
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] ENSO and TPDV forced and unforced by remote SST variability2024

    • Author(s)
      Yu Kosaka, Masaki Toda
    • Organizer
      UTokyo - SNU - Yonsei Univ Joint Workshop on Earth System Interaction under Changing Climate
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] Recent Walker circulation strengthening driven by sea surface temperature changes outside the tropics2024

    • Author(s)
      Yu Kosaka, Masaki Toda, Ayumu Miyamoto, Masahiro Watanabe
    • Organizer
      Asian Conference on Meteorology 2024
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] ENSO and TPDV forced and unforced by remote SST variability2024

    • Author(s)
      Yu Kosaka, Masaki Toda
    • Organizer
      2024 International workshop on interbasin interaction, its impacts on predictability, and related climate phenomena
    • Related Report
      2024 Research-status Report
    • Int'l Joint Research
  • [Presentation] Revisiting the inconsistent relation between ENSO and the equatorial Atlantic2024

    • Author(s)
      Ingo Richter, Shoichiro Kido, Tomoki Tozuka, Hiroki Tokinaga, Yu Kosaka, Ping Chang
    • Organizer
      Ocean Sciences Meeting 2024
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Influences from outside of the tropics explain recent Walker circulation strengthening2024

    • Author(s)
      M. Toda, Y. Kosaka, A. Miyamoto, and M. Watanabe
    • Organizer
      Ocean Sciences Meeting 2024
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Revisiting the inconsistent influence of ENSO on the equatorial Atlantic2023

    • Author(s)
      Ingo Richter
    • Organizer
      12th International Conference on Tropical Marine Environmental Changes
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Toward quantifying the tropical Atlantic influence on ENSO2023

    • Author(s)
      Ingo Richter, Hiroki Tokinaga, Yu Kosaka, Shoichiro Kido
    • Organizer
      APL-ICAR Workshop
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Revisiting the inconsistent influence of ENSO on the tropical Atlantic2023

    • Author(s)
      Ingo Richter
    • Organizer
      Workshop on Atlantic Variability and Tropical Basin Interactions at Interannual to Multi-decadal Timescales: Mechanisms, Drivers and Impacts
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluating inter-basin linkages with GCMs and LIMs2023

    • Author(s)
      Ingo Richter, Yu Kosaka, Hiroki Tokinaga, Shoichiro Kido, Ping Chang
    • Organizer
      CLIVAR/TBI Science Meeting
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Revisiting the inconsistent influence of ENSO on the equatorial Atlantic2023

    • Author(s)
      Ingo Richter
    • Organizer
      APL-CMCC-ACCESS Workshop
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Revisiting the inconsistent influence of ENSO on the equatorial Atlantic2023

    • Author(s)
      Ingo Richter
    • Organizer
      Workshop on interbasin interactions and predictability in the tropics
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A study on the role of air-sea coupling in interbasin interactions between tropical Indian and Pacific Oceans using linear inverse models2023

    • Author(s)
      Ziyu Ye, Shoichiro Kido, and Tomoki Tozuka
    • Organizer
      Workshop on interbasin interactions and predictability in the tropics
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Modulations of the Northern Annular Mode under global warming2023

    • Author(s)
      Y. Kosaka, K. Usui, T. Kawamura, S. Okajima, A. Miyamoto, S. Sekizawa, M. Toda, and H. Nakamura
    • Organizer
      SENTAN-Foresight Workshop on Tropical Climate Variability
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The extratropical pacemaker effect on tropical Pacific climate variability2023

    • Author(s)
      Y. Kosaka, M. Toda, A. Miyamoto, and M. Watanabe
    • Organizer
      IUGG 2023 General Assembly
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Modulations of the Northern Annular Mode under global warming2023

    • Author(s)
      Y. Kosaka, T. Kawamura, K. Usui, S. Okajima, A. Miyamoto, S. Sekizawa, M. Toda, and H. Nakamura
    • Organizer
      Workshop on interbasin interactions and predictability in the tropics
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Future changes in tropical cyclone activity during the summer to fall season following El Nino2023

    • Author(s)
      Hiroki Tokinaga, Kotaro Hara, Masato Mori
    • Organizer
      日本気象学会秋季大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] Western Pacific teleconnection-induced East Asian warm winter during El Nino: Role of the Indian Ocean warming2023

    • Author(s)
      Masahiro SHIOZAKI, Hiroki TOKINAGA, Masato MORI
    • Organizer
      JpGU Meeting
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Future changes in tropical cyclone activity during the following summer-fall season of El Nino2023

    • Author(s)
      Hiroki Tokinaga, Kotaro Hara, Masato Mori
    • Organizer
      JpGU Meeting
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Funded Workshop] 2024 International workshop on interbasin interaction, its impacts on predictability, and related climate phenomena2024

    • Related Report
      2024 Research-status Report

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Published: 2023-04-18   Modified: 2025-12-26  

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