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Principles for knowledge discovery through new batch type algorithm of combination of simulation and observation

Research Project

Project/Area Number 25870803
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Statistical science
Intelligent informatics
Research InstitutionMeiji University

Principal Investigator

Nakamura Kazuyuki  明治大学, 総合数理学部, 専任准教授 (40462171)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2014: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywordsデータ同化 / ベイズ推定
Outline of Final Research Achievements

Data assimilation is the concept and algorithm that combine numerical simulation model with observation data. In this research, new batch type algorithm of data assimilation is constructed. The effectiveness of the algorithm is also verified. As a result, possibility of the effectiveness of the repeated calculation algorithm has been found. Numerical experiments to test the effectiveness of the algorithm through several test model is also conducted. From the results, effectiveness of the approach is confirmed. It is also confirmed that we can construct appropriate formulation for data assimilation by changing probability distributions which represent the errors of the numerical simulations.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (14 results)

All 2015 2014 2013

All Journal Article (3 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (9 results) (of which Int'l Joint Research: 1 results,  Invited: 3 results) Book (2 results)

  • [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 Research-status Report
    • Peer Reviewed / Open Access
  • [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 Research-status 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 Research-status 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 Applications
    • 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
    • Year and Date
      2015-09-14
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 粒子法流体解析における誤差統計モデルについて2015

    • Author(s)
      中村和幸
    • Organizer
      2015年度統計関連学会連合大会
    • Place of Presentation
      岡山
    • Year and Date
      2015-09-06
    • 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 Research-status Report
  • [Presentation] 統計数理から見たデータ同化の理論・アルゴリズムとその応用2014

    • Author(s)
      中村和幸
    • Organizer
      気象学におけるビッグデータ同化の数理ワークショップ
    • Place of Presentation
      京都大学(京都府)
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Review on data assimilation methodology2013

    • Author(s)
      Kazuyuki Nakamura
    • Organizer
      Seventeenth International Conference on Intelligent System Applications to Power Systems
    • Place of Presentation
      明治大学駿河台キャンパス(東京都千代田区)
    • Related Report
      2013 Research-status Report
  • [Presentation] Time series analysis and data assimilation for natural and economic hazards2013

    • Author(s)
      Kazuyuki Nakamura, Yoshito Ohya, Takanori Shiga
    • Organizer
      Joint Meeting of the IASC Satellite Conference for the 59th ISI WSC and the 8th Conference of the Asian Regional Section of the IASC
    • Place of Presentation
      Yonsei大学(韓国・ソウル)
    • Related Report
      2013 Research-status Report
  • [Presentation] データ同化 - データを活かしたシミュレーションと予測の方法2013

    • Author(s)
      中村和幸
    • Organizer
      土木学会研究討論会
    • Place of Presentation
      日本大学生産工学部津田沼キャンパス(千葉県)
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Data Assimilation and Bayesian Statistical Analysis: Tools for Understanding Uncertain Natural and Social Phenomena2013

    • Author(s)
      Kazuyuki Nakamura
    • Organizer
      2013 Northeast Asian Symposium
    • Place of Presentation
      Wangjiang Hotel(中国・成都)
    • Related Report
      2013 Research-status Report
  • [Book] 現象数理学の冒険2015

    • Author(s)
      三村昌泰,杉原厚吉,青木健一,中村和幸,高安秀樹,砂田利一,萩原一郎
    • Total Pages
      220
    • Publisher
      明治大学出版会
    • Related Report
      2014 Research-status Report
  • [Book] 新版 信頼性ハンドブック2014

    • Author(s)
      鈴木和幸,横川慎二,長塚豪己,山本渉,嶋崎真仁,河村敏彦,貝瀬徹,中村和幸,横山真弘,梅崎重雄,佐藤吉信,松岡猛,二川清,木村光宏,弓削哲史,田村信幸,早川有,土肥正,眞田克,鈴木浩一,益田昭彦,武内信雄 他
    • Total Pages
      915
    • Publisher
      日科技連
    • Related Report
      2014 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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