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Probabilistic seasonal forecast of extreme events based on a numerical climate model

Research Project

Project/Area Number 26800243
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

Imada (Kanamaru) Yukiko  気象庁気象研究所, 気候研究部, 主任研究官 (50582855)

Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2016: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywords季節予報 / 異常気象の確率予測 / ラージアンサンブル / 気候モデル / ダウンスケーリング / 九州豪雨 / 異常気象予測 / 確率予測 / 極値解析 / 異常気象 / 統計的ダウンスケーリング
Outline of Final Research Achievements

It is challenging to apply the seasonal prediction system based on a numerical climate model to probabilistic forecast of local extreme events such as orographic local heavy rainfall due to lack of ensemble size and spatial resolution. In this work, I conducted large-ensemble seasonal hindcast in combination with dynamical downscaling based on a high-resolution regional climate model (RCM), and challenged probabilistic hindcast of local extreme heavy rainfall in Kyushu.
The RCM can capture regional differences in heavy rainfall processes, resulting in improved potential predictability of the event probability. Furthermore, probabilistic prediction skill has also been improved through the use of enough ensemble members, although it does not reach a level of practical use. Further advanced numerical models are required.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (24 results)

All 2018 2017 2016 2015 2014

All Journal Article (10 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 9 results,  Open Access: 10 results,  Acknowledgement Compliant: 2 results) Presentation (14 results) (of which Int'l Joint Research: 4 results,  Invited: 2 results)

  • [Journal Article] Climate Change Increased the Likelihood of the 2016 Heat Extremes in Asia2018

    • Author(s)
      Imada Yukiko、Shiogama Hideo、Takahashi Chiharu、Watanabe Masahiro、Mori Masato、Kamae Youichi、Maeda Shuhei
    • Journal Title

      Bulletin of the American Meteorological Society

      Volume: 99 Issue: 1 Pages: S97-S101

    • DOI

      10.1175/bams-d-17-0109.1

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Seasonal Predictability of the North Atlantic Oscillation and Zonal Mean Fields Associated with Stratospheric Influence in JMA/MRI-CPS22017

    • Author(s)
      Saito, N., S. Maeda, T. Nakaegawa, Y. Takaya, Y. Imada, and C. Matsukawa
    • Journal Title

      SOLA

      Volume: 13 Issue: 0 Pages: 209-213

    • DOI

      10.2151/sola.2017-038

    • NAID

      130006210624

    • ISSN
      1349-6476
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Recent Enhanced Seasonal Temperature Contrast in Japan from Large Ensemble High-Resolution Climate Simulations2017

    • Author(s)
      Yukiko Imada, Shuhei Maeda, Masahiro Watanabe, Hideo Shiogama, Ryo Mizuta, Masayoshi Ishii and Masahide Kimoto
    • Journal Title

      Atmosphere

      Volume: 8 Issue: 3 Pages: 57-57

    • DOI

      10.3390/atmos8030057

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Estimating probability of extreme rainfall over Japan using Extended Regional Frequency Analysis2017

    • Author(s)
      Masato Sugi, Yukiko Imada, Toshiyuki Nakaegawa, Kenji Kamiguch
    • Journal Title

      Hydrological Research Letters

      Volume: 11 Issue: 1 Pages: 19-23

    • DOI

      10.3178/hrl.11.19

    • NAID

      130005311770

    • ISSN
      1882-3416
    • Related Report
      2016 Research-status Report
    • Open Access
  • [Journal Article] Over 5000 years of ensemble future climate simulations by 60 km global and 20 km regional atmospheric models2017

    • Author(s)
      Mizuta, R., et al.
    • Journal Title

      Bull. Amer. Meteor. Soc.

      Volume: 印刷中 Issue: 7 Pages: 1383-1398

    • DOI

      10.1175/bams-d-16-0099.1

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Forced response and internal variability of summer climate over western North America2017

    • Author(s)
      Kamae, Y., H. Shiogama, Y. Imada, M. Mori, O. Arakawa, R. Mizuta, K. Yoshida, C. Takahashi, M. Arai, M. Ishii, M. Watanabe, M. Kimoto, S.-P. Xie, and H. Ueda
    • Journal Title

      Climate Dynamics

      Volume: 印刷中 Issue: 1-2 Pages: 403-417

    • DOI

      10.1007/s00382-016-3350-x

    • NAID

      120007128880

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] South Pacific influence on the termination of El Nino in 20142016

    • Author(s)
      Imada, Y., H. Tatebe, M. Watanabe, M. Ishii, and M. Kimoto
    • Journal Title

      Sci. Rep.

      Volume: 6 Issue: 1 Pages: 30341-30341

    • DOI

      10.1038/srep30341

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Attributing Historical Changes in Probabilities of Record-Breaking Daily Temperature and Precipitation Extreme Events2016

    • Author(s)
      Shiogama, H., Y. Imada, M. Mori, R. Mizuta, D. Stone, K. Yoshida, O. Arakawa, M. Ikeda, C. Takahashi, M. rai, M. Ishii, M. Watanabe, and M. Kimoto
    • Journal Title

      SOLA

      Volume: 12 Issue: 0 Pages: 225-231

    • DOI

      10.2151/sola.2016-045

    • NAID

      130005259661

    • ISSN
      1349-6476
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Predictability of two types of El Nino assessed using an extended seasonal prediction system by MIROC2015

    • Author(s)
      Imada, Y., H. Tatebe, M. Ishii, Y. Chikamoto, M. Mori, M. Arai, M. Watanabe and M. Kimoto
    • Journal Title

      Monthly Weather Review

      Volume: 143 Issue: 11 Pages: 4597-4617

    • DOI

      10.1175/mwr-d-15-0007.1

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Predictability of Persistent Thailand Rainfall during the Mature Monsoon Season in 2011 Using Statistical Downscaling of CGCM Seasonal Prediction2015

    • Author(s)
      Yukiko Imada, Shinjiro Kanae, Masahide Kimoto, Masahiro Watanabe, and Masayoshi Ishii
    • Journal Title

      Monthly Weather Review

      Volume: 143 Issue: 4 Pages: 1166-1178

    • DOI

      10.1175/mwr-d-14-00228.1

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Large ensemble and long-term climate simulations with high-resolution MRI-AGCM and NHRCM - Application to Event Attribution study -2018

    • Author(s)
      ①Y. Imada, H. Shiogama, M. Mori, C. Takahashi, Y. Kamae, M. Watanabe, R Mizuta, M. Ishii, M. Kimoto
    • Organizer
      International Detection and Attribution Group Meeting 2018
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Event attribution with large-ensemble simulations generated by MRI-AGCM2017

    • Author(s)
      ②Y. Imada, H. Shiogama, C. Takahashi, Y. Kamae, M. Mori, M. Watanabe, R. Mizuta, M. Ishii, M. Kimoto
    • Organizer
      International Workshop on Climate Downscaling Studies
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Recent enhanced seasonal temperature contrast in Japan associated with Interdecadal Pacific Variability2017

    • Author(s)
      ③Y. Imada, S. Maeda, M. Watanabe, H. Shiogama, R. Mizuta, M. Ishii, and M. Kimoto
    • Organizer
      Asia Oceania Geosciences Society 14th Annual Meeting
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Large ensemble high-resolution climate simulations: Application to Event Attribution study2017

    • Author(s)
      ④Y. Imada, S. Maeda, M. Watanabe, H. Shiogama, R. Mizuta, M. Ishii , and M. Kimoto
    • Organizer
      JpGU-AGU Joint Meeting 2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] 高解像度MRI-AGCMアンサンブル実験を用いた日本域の10年規模の気温変動に関する要因分析2016

    • Author(s)
      今田由紀子、前田修平、渡部雅浩、塩竈秀夫、水田亮、石井正好、木本昌秀
    • Organizer
      異常気象研究集会「異常気象と長期変動」
    • Place of Presentation
      京都大学
    • Year and Date
      2016-11-07
    • Related Report
      2016 Research-status Report
  • [Presentation] 高解像度MRI-AGCMアンサンブル実験を用いた日本域の10年規模の気温変動に関する要因分析2016

    • Author(s)
      今田由紀子、前田修平、渡部雅浩、塩竈秀夫、水田亮、石井正好、木本昌秀
    • Organizer
      日本気象学会2016年度秋季大会
    • Place of Presentation
      名古屋大学
    • Year and Date
      2016-10-27
    • Related Report
      2016 Research-status Report
  • [Presentation] 高解像度MRI-AGCMアンサンブル実験による日本域の過去の10年規模イベントの要因分析2015

    • Author(s)
      今田由紀子、前田修平、渡部雅浩、齊藤直彬、塩竃秀夫、水田亮、石井正好、木本昌秀
    • Organizer
      日本気象学会2015年度秋季大会
    • Place of Presentation
      京都テルサ
    • Year and Date
      2015-10-28
    • Related Report
      2015 Research-status Report
  • [Presentation] 60km全球大気モデルによる多数メンバーのアンサンブル気候実験2015

    • Author(s)
      水田亮、塩竃秀夫、今田由紀子、吉田康平、荒川理、森正人、池田美紀子、石井正好、高薮出、中北英一、木本昌秀
    • Organizer
      日本気象学会2015年度秋季大会
    • Place of Presentation
      京都テルサ
    • Year and Date
      2015-10-28
    • Related Report
      2015 Research-status Report
  • [Presentation] 太平洋十年規模変動に伴う南太平洋の偏差が ENSO予測に与える影響2015

    • Author(s)
      今田由紀子、建部洋昌、渡部雅浩、石井正好、木本昌秀
    • Organizer
      日本気象学会2015年度秋季大会
    • Place of Presentation
      京都テルサ
    • Year and Date
      2015-10-28
    • Related Report
      2015 Research-status Report
  • [Presentation] MIROC5 seasonal prediction system: focusing on the ENSO prediction in 20142015

    • Author(s)
      Yukiko Imada
    • Organizer
      Tropical Precipitation Systems Workshop 2015 on "intra-seasonal to seasonal climate variation and prediction"
    • Place of Presentation
      海洋研究開発機構 横浜研究所
    • Year and Date
      2015-09-03
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 2014年夏のエルニーニョはなぜ成長しなかったか? -南太平洋からの寄与2015

    • Author(s)
      今田由紀子、建部洋昌、渡部雅浩、石井正好、木本昌秀
    • Organizer
      日本地球惑星科学連合2015年大会
    • Place of Presentation
      幕張メッセ
    • Year and Date
      2015-05-24
    • Related Report
      2015 Research-status Report
  • [Presentation] 将来温暖化時の確率降水量マップの作成(1)2015

    • Author(s)
      杉正人、今田由紀子、仲江川敏之、上口賢治
    • Organizer
      日本気象学会2015年度春季大会
    • Place of Presentation
      つくば国際会議場
    • Year and Date
      2015-05-21
    • Related Report
      2015 Research-status Report
  • [Presentation] 2014 年のエルニーニョはなぜ成長しなかったか?2015

    • Author(s)
      今田由紀子、建部洋昌、渡部雅浩、石井正好、木本昌秀
    • Organizer
      日本気象学会2015年度春季大会
    • Place of Presentation
      つくば国際会議場
    • Year and Date
      2015-05-21
    • Related Report
      2015 Research-status Report
  • [Presentation] 統計的ダウンスケーリングを用いた局所的な豪雨に対するイベント・アトリビューションの試み2014

    • Author(s)
      今田 由紀子
    • Organizer
      平成26年度日本気象学会秋季大会
    • Place of Presentation
      福岡国際会議場
    • Year and Date
      2014-10-21
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2019-03-29  

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