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Application of data assimilation to integration wind tunnel experiment and CFD toward for unceratinty reduction

Research Project

Project/Area Number 15K21676
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Aerospace engineering
Statistical science
Research InstitutionJapan Aerospace EXploration Agency

Principal Investigator

Hiroshi Kato  国立研究開発法人宇宙航空研究開発機構, 研究開発部門, 研究開発員 (70722536)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2017: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsデータ同化 / CFD / 風洞実験 / 剥離流れ / 遷移流れ / 疎情報 / 感度解析 / 流入乱れ度 / 遷移 / 逐次型データ同化 / 乱流モデル / 不確かさ
Outline of Final Research Achievements

In this study, we proposed a method to integrate experiment and numerical simulation in the aeronautical engineering field. The integration method was constructed by data assimilation, which is a statistical method. The purpose of this study is to address issues related to uncertainties of the experiments and numerical simulations. The effectiveness of the proposed method was investigated in the separate and transition flow problems. As for the separate flow problem, we successfully predicted the separated flow around wing-root section accurate by optimizing the model parameter value in the turbulence model. As for the transition flow problem, we developed the method to estimate the friction coefficient around the airfoil with the surface temperature information. And, we conducted the sensitivity analysis of the observation type. Then, we conducted the experiment to estimate the turbulent intensity for future accurate analysis for transition flows.

Report

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

    (9 results)

All 2017 2016 2015

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (8 results) (of which Int'l Joint Research: 2 results,  Invited: 5 results)

  • [Journal Article] Optimization of Parameter Values in the Turbulence Model Aided by Data Assimilation2016

    • Author(s)
      Hiroshi Kato, Keiichi Ishiko, and Akira Yoshizawa
    • Journal Title

      AIAA Journal

      Volume: N/A Issue: 5 Pages: 1512-1523

    • DOI

      10.2514/1.j054109

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] CAEとデータ同化2017

    • Author(s)
      加藤博司
    • Organizer
      日本機械学会 2017年度年次大会 先端技術フォーラム
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] CAE、CPSとデータ同化のつながり2017

    • Author(s)
      加藤博司
    • Organizer
      第2回理研データ同化ワークショップ
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 実機をターゲットとした空力特性予測及び空力能診断・改善技術の研究開発2016

    • Author(s)
      中北和之, 口石茂, 小池俊輔, 加藤博司, 加藤裕之, 上野真, 保江かな子, 互井梨絵
    • Organizer
      第54回飛行機シンポジウム
    • Place of Presentation
      富山国際会議場
    • Year and Date
      2016-10-24
    • Related Report
      2016 Research-status Report
  • [Presentation] 航空宇宙分野における“データ”活用の事例2016

    • Author(s)
      加藤博司
    • Organizer
      日本航空宇宙学会47期年会講演会
    • Place of Presentation
      東京大学 山上会館
    • Year and Date
      2016-04-14
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] Data Assimilation Aided Turbulence Modeling2016

    • Author(s)
      Hiroshi Kato
    • Organizer
      Next generation transport aircraft workshop 2016
    • Place of Presentation
      Hilton Hawaiian Village Rainbow Suite
    • Year and Date
      2016-02-23
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Data Assimilation for Aeronautical Fluid Analysis2015

    • Author(s)
      Hiroshi Kato
    • Organizer
      第5回日台逆問題研究会
    • Place of Presentation
      台湾大学
    • Year and Date
      2015-11-21
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 風洞壁干渉補正に対するデータ同化の適用と課題2015

    • Author(s)
      加藤博司
    • Organizer
      第28回計算力学講演会
    • Place of Presentation
      横浜国立大学
    • Year and Date
      2015-10-10
    • Related Report
      2015 Research-status Report
  • [Presentation] 物理モデル高度化への指針を与える基底抽出に基づく簡便な手法の提案2015

    • Author(s)
      加藤博司、長尾大道、石向桂一
    • Organizer
      第47回流体力学講演会/第33回航空宇宙数値シミュレーション技術シンポジウム
    • Place of Presentation
      東京大学 生産技術研究所 駒場リサーチキャンパスAn棟
    • Year and Date
      2015-07-02
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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