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Estimation of cloud bottom height using satellite observation and its application to satellite data assimilation technique

Research Project

Project/Area Number 26289162
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Hydraulic engineering
Research InstitutionKanazawa University

Principal Investigator

TANIGUCHI KENJI  金沢大学, 環境デザイン学系, 准教授 (20422321)

Co-Investigator(Kenkyū-buntansha) 中村 和幸  明治大学, 総合数理学部, 専任准教授 (40462171)
広瀬 望  松江工業高等専門学校, その他部局等, 准教授 (40396768)
久保 守  金沢大学, 電子情報学系, 助教 (90249772)
Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥16,120,000 (Direct Cost: ¥12,400,000、Indirect Cost: ¥3,720,000)
Fiscal Year 2017: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2016: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2015: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2014: ¥9,490,000 (Direct Cost: ¥7,300,000、Indirect Cost: ¥2,190,000)
Keywords気象学 / 数値シミュレーション / リモートセンシング / データ同化 / 水循環 / 洪水
Outline of Final Research Achievements

In this research, a data assimilation technique by Ensemble Kalman Filter (EnKF) was developed to improve hydrometeors (cloud water, cloud ice, snow, grauple and water vapor) in numerical weather model. Brightness temperatures (TB) observed by microwave radiometer onboard satellites were assimilated. Assimilation of TBs in multiple frequencies showed better results than the assimilation of single frequency TB. At the same time, comparing one-time assimilation experiment, sequential data assimilation using TBs at multiple observation time also showed improvement of atmospheric condition. Predicted rainfall also showed clear improvement in the maximum values in ensemble simulations.
Cloud bottom height which is used to define the lower boundary of vertical distribution of hydrometeors in the assimilation process showed clear relationship to atmospheric temperature. Using this relationship, appropriate cloud bottom height can be estimated for each assimilation time.

Report

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

    (29 results)

All 2018 2017 2016 2015 2014 Other

All Journal Article (8 results) (of which Peer Reviewed: 5 results,  Acknowledgement Compliant: 1 results,  Open Access: 3 results) Presentation (18 results) (of which Int'l Joint Research: 6 results,  Invited: 3 results) Book (2 results) Remarks (1 results)

  • [Journal Article] A simple ensemble simulation technique for assessment of future variations in specific high-impact weather events2018

    • Author(s)
      Kenji Taniguchi
    • Journal Title

      Journal of Geophysical Research: Atmosphere

      Volume: 123 Issue: 7 Pages: 3443-3461

    • DOI

      10.1002/2017jd027928

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Local noise sensitivity: Insight into the noise effect on chaotic dynamics2016

    • Author(s)
      Nina Sviridova and Kazuyuki Nakamura
    • Journal Title

      Chaos

      Volume: 26 Issue: 12 Pages: 123102-123102

    • DOI

      10.1063/1.4970322

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A hydrometeor classification method for X-band polarimetric radar: Construction and validation focusing on solid hydrometeors under moist environments2015

    • Author(s)
      Kouketsu, T., H. Uyeda, T. Ohigashi, M. Oue, H. Takeuchi, T. Shinoda, K. Tsuboki, M. Kubo, and K. Muramoto
    • Journal Title

      J. Atmos. Oceanic Technol.

      Volume: 32 Issue: 11 Pages: 2052-2074

    • DOI

      10.1175/jtech-d-14-00124.1

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Feature Analysis and Classification of Particle Data from Two-Dimensional Video Disdrometer2015

    • Author(s)
      Sergey Gavrilov, Mamoru Kubo, Vu Anh Tran, Duc Luu Ngo, Ngoc Giang Nguyen, Lan Anh T. Nguyen, Favorisen Rosyking Lumbanraja, Dau Phan, Kenji Satou
    • Journal Title

      Advances in Remote Sensing

      Volume: 4 Issue: 01 Pages: 1-14

    • DOI

      10.4236/ars.2015.41001

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Estimating cellular parameters through optimization procedures: elementary principles and applications2015

    • Author(s)
      Kimura, A., A. Celani, H. Nagao, T. Stasevich and K. Nakamura
    • Journal Title

      Frontiers in Physiology

      Volume: -- Pages: 1-9

    • DOI

      10.3389/fphys.2015.00060

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 統計的時系列解析2:状態空間モデル2014

    • Author(s)
      中村和幸
    • Journal Title

      応用数理

      Volume: 24 (2) Pages: 26-31

    • Related Report
      2014 Annual Research Report
  • [Journal Article] 統計的時系列解析3:非線形・非ガウス状態空間モデル2014

    • Author(s)
      中村和幸
    • Journal Title

      応用数理

      Volume: 24 (3) Pages: 33-38

    • Related Report
      2014 Annual Research Report
  • [Journal Article] 統計的時系列解析4:グラフィカルモデルとデータ同化2014

    • Author(s)
      中村和幸
    • Journal Title

      応用数理

      Volume: 24 (4) Pages: 29-35

    • Related Report
      2014 Annual Research Report
  • [Presentation] Assimilation of High-Frequency Microwave Brightness Temperature for Improving Hydrometeors in Numerical Weather Prediction Model2017

    • Author(s)
      Kenji Taniguchi
    • Organizer
      Asia Oceania Geoscience Society 2017 Meeting
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] データサイエンスにおける数理と実問題との関係ならびに応用2017

    • Author(s)
      中村和幸
    • Organizer
      スーパーセンシングフォーラム
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 時系列解析における非線形情報解析論とその応用2017

    • Author(s)
      中村和幸
    • Organizer
      RIMS共同研究(グループ型)「統計的モデリングと予測理論のための統合的数理研究の展開」
    • Related Report
      2017 Annual Research Report
  • [Presentation] 動的システムにおける不確かさとデータサイエンス2017

    • Author(s)
      中村和幸
    • Organizer
      日本行動計量学会第45回大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] ベイズ型時系列・時空間解析による自然現象・社会現象の理解2017

    • Author(s)
      中村和幸
    • Organizer
      愛媛大学談話会
    • Related Report
      2017 Annual Research Report
  • [Presentation] モンゴル高原における陸面放射率と地表面水文量の関係2017

    • Author(s)
      広瀬望,谷口健司,開發一郎
    • Organizer
      日本リモートセンシング学会第63回学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Assimilation of Multi-Frequency Brightness Temperature for Improving Cloud and Waver Vapor using EnKF Technique2016

    • Author(s)
      Kenji TANIGUCHI
    • Organizer
      Asia Oceania Geoscience Society 2016 Meeting
    • Place of Presentation
      北京(中国)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Effects of Initial Relative Humidity Conditions in Assimilation of High-Frequency Brightness Temperature Observed by Spaceborne Microwave Radiometer2016

    • Author(s)
      Kenji TANIGUCHI
    • Organizer
      American Geophysical Union Fall Meeting 2016
    • Place of Presentation
      サンフランシスコ(米国)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] データ同化による不確かさを持つ現象の理解と予測ならびにモデリングへの展開2016

    • Author(s)
      中村和幸
    • Organizer
      RIMS研究集会
    • Place of Presentation
      京都大学数理解析研究所(京都府・京都市)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 粒子系物理モデルのマクロパラメータ推定と統計モデリング2016

    • Author(s)
      中村和幸,河野穣
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      金沢大学(石川県・金沢市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] アンサンブル型データ同化におけるノイズ項モデリングとマクロパラメータ推定への応用2016

    • Author(s)
      中村和幸
    • Organizer
      第6回理研・京大合同データ同化研究会
    • Place of Presentation
      理化学研究所計算科学研究機構(兵庫県・神戸市)
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 大気データ同化の境界条件となる陸面放射率推定の検討2016

    • Author(s)
      広瀬望
    • Organizer
      日本リモートセンシング学会 第61回学術講演会
    • Place of Presentation
      新潟テルサ(新潟県・新潟市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] Fast and stable estimation of macroscopic parameters in particle systems by data assimilation2015

    • Author(s)
      Kazuyuki Nakamura and Yutaka Kono
    • Organizer
      The 47th ISCIE International Symposium on Stochastic Systems Theory and Its Application
    • Place of Presentation
      ハワイ
    • Year and Date
      2015-12-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 静的・動的システムにおける不確かさの定量化2015

    • Author(s)
      中村和幸
    • Organizer
      第22回信頼性設計技術WS & 第35回最適設計研究会
    • Place of Presentation
      岡山大学,岡山
    • Year and Date
      2015-09-14
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Assimilation of Microwave Brightness Temperature using EnKF for Improving Cloud and Water Vapor in the Atmosphere2015

    • Author(s)
      Kenji TANIGUCHI
    • Organizer
      Asia Oceania Geoscience Society 2015 Meeting
    • Place of Presentation
      シンガポール
    • Year and Date
      2015-08-03
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 工学応用の観点からのデータ同化とその特徴2015

    • Author(s)
      中村和幸
    • Organizer
      日本機械学会計算力学部門 設計に活かすデータ同化研究会
    • Place of Presentation
      統計数理研究所,東京
    • Year and Date
      2015-07-15
    • Related Report
      2015 Annual Research Report
  • [Presentation] 現象理解のためのシミュレーションと統計解析の融合およびその応用2015

    • Author(s)
      中村和幸
    • Organizer
      統計数理セミナー
    • Place of Presentation
      統計数理研究所,東京
    • Year and Date
      2015-06-17
    • Related Report
      2015 Annual Research Report
  • [Presentation] 非圧縮流体の粒子法解析におけるデータ同化と誤差モデリング2014

    • Author(s)
      中村和幸,清水脩輔
    • Organizer
      第63回理論応用力学講演会
    • Place of Presentation
      東京工業大学大岡山キャンパス
    • Year and Date
      2014-09-26 – 2014-09-28
    • Related Report
      2014 Annual Research Report
  • [Book] 現象数理学の冒険2015

    • Author(s)
      中村和幸(三村昌泰編著)
    • Total Pages
      220
    • Publisher
      明治大学出版会
    • Related Report
      2014 Annual Research Report
  • [Book] 新版 信頼性ハンドブック2014

    • Author(s)
      中村和幸(日本信頼性学会編)
    • Total Pages
      915
    • Publisher
      日科技連
    • Related Report
      2014 Annual Research Report
  • [Remarks] 降雪仕組み 詳しく調査 高性能レーダーで 県立大が観測開始

    • URL

      http://eco.chunichi.co.jp/news/2016/12/003649.html

    • Related Report
      2016 Annual Research Report

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

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