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Visualization and mathematical modeling of latent structure between global/local design information

Research Project

Project/Area Number 16K00295
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionThe University of Electro-Communications

Principal Investigator

CHIBA Kazuhisa  電気通信大学, 大学院情報理工学研究科, 准教授 (50450705)

Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2018: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsデータ解析 / 進化計算 / 航空宇宙工学 / 数値流体解析 / 設計情報学 / 階層構造 / 大域設計情報 / 局所設計情報 / 情報可視化 / 非定常空気力学的大規模データ解析 / 遷音速バフェット現象 / 設計ルール階層構造化 / 進化的ルールマイニング / 位相的データ解析 / データマイニング / 非定常空気力学データセット / 知識発見
Outline of Final Research Achievements

Beneficial information for designing engineering products is classified into global and local design information. Because global design information states the knowledge from past experiences clearly, physical interpretation is easy but there is not any innovations. Local design information can include hypotheses to innovative design, but its physical interpretation is difficult since machine learning algorithms indicate it.
In this research, I have proposed a system to structurally visualize a latent structure between global and local design information. Previously, each information was dominantly extracted, but the approach has made it be available to exhaustively systematize. The results make physical interpretation of local design information easy and lead mathematical modelings.

Academic Significance and Societal Importance of the Research Achievements

物理的解釈の困難だった局所設計情報に物理的解釈を加える一手法を創出したことにより,経験知として蓄積できなかった,設計要求を改善するための全く新しい設計情報を獲得でき,革新設計に至る仮説を導くことができるようになった.また,これらの情報を実問題設計にフィードバックすることで,より利便性の高い新たな製品の創出につながり,社会貢献につながるものと期待される.少なくとも本研究内で適用した次期宇宙輸送機の設計では,50年以上停滞しているコンセプトの刷新につながるとともに,今後航空産業への発展にも影響を与えることに鑑みれば,波及性の強い研究成果である.

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (37 results)

All 2018 2017 2016 Other

All Journal Article (8 results) (of which Peer Reviewed: 8 results,  Open Access: 3 results,  Acknowledgement Compliant: 1 results) Presentation (25 results) (of which Int'l Joint Research: 12 results,  Invited: 4 results) Book (2 results) Remarks (2 results)

  • [Journal Article] A Proposal of On-demand Correlation-based Information Hierarchical Structuring Method Based on the Association Rules2018

    • Author(s)
      賀川祐太朗,渡邉真也,金崎雅博,依田 英之,千葉一永
    • Journal Title

      Transaction of the Japanese Society for Evolutionary Computation

      Volume: 8 Issue: 2 Pages: 75-87

    • DOI

      10.11394/tjpnsec.8.75

    • NAID

      130006342158

    • ISSN
      2185-7385
    • Related Report
      2018 Annual Research Report 2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] From Extraction to Generation of Design Information -Paradigm Shift in Data Mining via Evolutionary Learning Classifier System2017

    • Author(s)
      Chiba, K. and Nakata, M.
    • Journal Title

      Procedia Computer Science

      Volume: 108 Pages: 1662-1671

    • DOI

      10.1016/j.procs.2017.05.233

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Conceptual Design Methodology of a Hybrid Rocket Engine-Powered Launch Vehicle for Sub-Orbital Flight2017

    • Author(s)
      Kanazaki, M., Yoda, H., Chiba, K., Kitagawa, K., and Shimada, T.
    • Journal Title

      Journal of Aerospace Engineering

      Volume: 30 Issue: 6 Pages: 04017071-04017071

    • DOI

      10.1061/(asce)as.1943-5525.0000778

    • Related Report
      2017 Research-status Report 2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Simple control of oxidizer flux for efficient extinction?reignition on a single-stage hybrid rocket2017

    • Author(s)
      Chiba, K., Kanazaki, M., and Shimada, T.
    • Journal Title

      Aerospace Science and Technology

      Volume: 71 Pages: 109-118

    • DOI

      10.1016/j.ast.2017.09.017

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Cognition of Parameters' Role on Vertical Control Device for Aerodynamic Performances of Aircraft Using Visual Data Mining2017

    • Author(s)
      Chiba, K., Omori, T., Sunada, Y., and Imamura, T.
    • Journal Title

      International Journal of Mechanical Systems

      Volume: 1 Pages: 18-31

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] From Extraction to Generation of Design Information - Paradigm Shift in Data Mining via Evolutionary Learning Classifier System2017

    • Author(s)
      Chiba, K. and Nakata, M.
    • Journal Title

      Procedia Computer Science

      Volume: in print

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Structurisation and visualisation of design space for launch vehicle with hybrid rocket engine2016

    • Author(s)
      Chiba, K., Kanazaki, M., Watanabe, S., Kitagawa, K., and Shimada, T
    • Journal Title

      International Journal of Automation and Logistics

      Volume: 2 Issue: 1/2 Pages: 26-44

    • DOI

      10.1504/ijal.2016.074912

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Extinction-Reignition Superiority in a Single-Stage Sounding Hybrid Rocket2016

    • Author(s)
      Chiba, K., Yoda, H., Kanazaki, M., and Shimada, T.
    • Journal Title

      Aerospace Science and Technology

      Volume: 58 Pages: 437-444

    • DOI

      10.1016/j.ast.2016.09.010

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Presentation] Determination of Temporal and Spatial Origination of Transonic Buffet via Unsteady Data Mining2018

    • Author(s)
      Chiba, K., Umeda, Y., Hamada, N., Watanabe, S., Nakata, M., Yasue, K., Suzuki, K., Atobe, T., Kuchi-Ishi, S., Nakakita, K., and Ito, T.
    • Organizer
      56th AIAA Aerospace Sciences Meeting
    • Related Report
      2018 Annual Research Report 2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 遷音速バフェットへの非定常データマイニング試行2018

    • Author(s)
      千葉 一永, 梅田 裕平, 濱田 直希, 跡部 隆, 口石 茂, 鈴木 康司, 中北 和之, 保江 かな子
    • Organizer
      航空宇宙空力シンポジウム
    • Related Report
      2018 Annual Research Report
  • [Presentation] 非定常データマイニングによる遷音速バフェットの時空間発生起点調査2018

    • Author(s)
      千葉 一永, 梅田 裕平, 濱田 直希, 保江 かな子
    • Organizer
      航空機空力研究ワークショップ
    • Related Report
      2018 Annual Research Report
  • [Presentation] Unsteady Data Mining for Transonic Buffet Phenomena2018

    • Author(s)
      Chiba, K., Umeda, Y., Hamada, N., and Yasue, K.
    • Organizer
      US-Japan Workshop on Bridging Fluid Mechanics and Data Science
    • Related Report
      2018 Annual Research Report 2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 遷音速バフェットへの非定常データマイニング試行2018

    • Author(s)
      千葉 一永, 梅田 裕平, 濱田 直希, 跡部 隆, 口石 茂, 鈴木 康司, 中北 和之, 保江 かな子
    • Organizer
      平成29年度航空宇宙空力シンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] 非定常データマイニングによる遷音速バフェットの時空間発生起点調査2018

    • Author(s)
      千葉 一永, 梅田 裕平, 濱田 直希, 保江 かな子
    • Organizer
      平成29年度航空機空力研究ワークショップ
    • Related Report
      2017 Research-status Report
  • [Presentation] An Attempt for Detecting Transonic Buffet Signature via Unsteady Data Mining2017

    • Author(s)
      Chiba, K., Watanabe, S., Nakata, M., Umeda, Y., Hamada, N., Yasue, K., Suzuki, K., Kuchi-Ishi, S., Nakakita, K., and Ito, T.
    • Organizer
      The 2017 World Congress in Computer Science, Computer Engineering, and Applied Computing, The 13th International Conference on Data Mining
    • Place of Presentation
      Las Vegas, NV, USA
    • Year and Date
      2017-07-17
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 航空宇宙機設計のための多次元可視化手法に対する一提案2017

    • Author(s)
      渡邉 彩華, 伊藤 貴之, 金崎 雅博, 千葉 一永
    • Organizer
      第15回日本データベース学会年次大会
    • Place of Presentation
      高山グリーンホテル(岐阜県・高山市)
    • Year and Date
      2017-03-06
    • Related Report
      2016 Research-status Report
  • [Presentation] Knee Point Analysis of Many-Objective Pareto Fronts Based on Reeb Graph2017

    • Author(s)
      Hamada, N. and Chiba, K.
    • Organizer
      IEEE Congress on Evolutionary Computation
    • Related Report
      2017 Research-status Report 2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] From Extraction to Generation of Design Information - Paradigm Shift in Data Mining via Evolutionary Learning Classifier System2017

    • Author(s)
      Chiba, K. and Nakata, M.
    • Organizer
      International Conference on Computer Science
    • Related Report
      2017 Research-status Report 2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 航空宇宙分野における設計情報学の駆動 - 多分野融合多目的最適設計から非定常空力現象兆候検出まで2017

    • Author(s)
      千葉 一永, 金崎 雅博, 嶋田 徹, 渡邉 真也, 中田 雅也, 梅田 裕平, 濱田 直希, 保江 かな子, 鈴木 康司, 口石 茂, 中北 和之, 伊藤 健
    • Organizer
      特定非営利活動法人 非線形CAE協会 第31期非線形CAE勉強会“非線形CAEの新しい潮流”
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] 非定常空力現象兆候検出へのデータマイニング試行2017

    • Author(s)
      千葉 一永, 渡邉 真也, 中田 雅也, 梅田 裕平, 濱田 直希, 保江 かな子, 鈴木 康司, 口石 茂, 中北 和之, 伊藤 健
    • Organizer
      第49回流体力学講演会/第35回航空宇宙数値シミュレーション技術シンポジウム
    • Related Report
      2017 Research-status Report 2016 Research-status Report
  • [Presentation] Performance Evaluation of Altering-intensity Swirling-Oxidizer-Flow-Type Hybrid Rocket Using Multi-Disciplinary Optimization2017

    • Author(s)
      Kanazaki, M., Yoda, H., Chiba, K., Kitagawa, K., and Shimada, T.
    • Organizer
      7th European Conference for Aeronautics and Space Sciences
    • Related Report
      2017 Research-status Report 2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Scatterplots Selection Technique for Multi-Dimensional Data Visualization Combining with Parallel Coordinate Plots2017

    • Author(s)
      Watanabe, A., Itoh, T., Kanazaki, M., and Chiba, K.
    • Organizer
      21st International Conference Information Visualisation
    • Related Report
      2017 Research-status Report 2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 大規模計算資源を援用した有翼式宇宙往還機の実用的なエアフレーム・推進統合設計2017

    • Author(s)
      金崎 雅博, 渡邉 真也, 棟朝 雅晴, 藤川 貴弘, 米本 浩一, 伊藤 貴之, 千葉 一永
    • Organizer
      学際大規模情報基盤共同利用・共同研究拠点第9回シンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] 設計情報とその駆動 - 非定常物理現象解明を目指して2017

    • Author(s)
      千葉 一永, 渡邉 真也, 中田 雅也, 梅田 裕平, 濱田 直希, 保江 かな子, 鈴木 康司, 口石 茂, 中北 和之, 伊藤 健
    • Organizer
      日本機械学会年次大会, 先端技術フォーラム, Industry4.0, IoT時代の日本のものづくりとCAE
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] Driving design informatics - Aiming for innovative aerospace vehicles2017

    • Author(s)
      千葉 一永
    • Organizer
      九州大IMI短期共同研究「ベクトル値滑層分割Morse理論の構築による多数目的最適化問題の解集合の可視化」
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] An Attempt for Detecting Transonic Buffet Signature via Unsteady Data Mining2017

    • Author(s)
      Chiba, K., Watanabe, S., Nakata, M., Umeda, Y., Hamada, N., Yasue, K., Suzuki, K., Kuchi-Ishi, S., Nakakita, K., and Ito, T.
    • Organizer
      The 2017 World Congress in Computer Science, Computer Engineering, and Applied Computing
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 航空宇宙分野における設計情報学の駆動 - 多分野融合多目的最適設計から非定常空力現象兆候検出まで2017

    • Author(s)
      千葉 一永, 金崎 雅博, 嶋田 徹, 渡邉 真也, 中田 雅也, 梅田 裕平, 濱田 直希, 保江 かな子, 鈴木 康司, 口石 茂, 中北 和之, 伊藤 健
    • Organizer
      特定非営利活動法人 非線形CAE協会 第32期非線形CAE勉強会
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] 非劣解分析手法CIHSMにおける最小支持度自動設定の検討2016

    • Author(s)
      賀川 祐太朗, 渡邉 真也, 千葉 一永, 金崎 雅博, 棟朝 雅晴
    • Organizer
      進化計算シンポジウム2016
    • Place of Presentation
      一宮シーサイドオーツカ(千葉県・長生郡一宮町)
    • Year and Date
      2016-12-10
    • Related Report
      2016 Research-status Report
  • [Presentation] Multidimensional Data Visualization for Airplane Design Optimization2016

    • Author(s)
      Watanabe, A., Itoh, T., Kanazaki, M., and Chiba, K.
    • Organizer
      IEEE International Symposium on Big Data Visual Analytics
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2016-11-22
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Design Strategy Generation for a Sounding Hybrid Rocket via Evolutionary Rule-Based Data Mining System2016

    • Author(s)
      Nakata, M. and Chiba, K.
    • Organizer
      The 20th Asia-pacific Symposium on Intelligent and Evolutionary Systems
    • Place of Presentation
      Canberra, Australia
    • Year and Date
      2016-11-16
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Reebグラフに基づく多数目的パレートフロントのニーポイントの検出法2016

    • Author(s)
      濱田 直希, 千葉 一永
    • Organizer
      進化計算学会第11回進化計算研究会
    • Place of Presentation
      甲南大学(兵庫県・神戸市)
    • Year and Date
      2016-09-14
    • Related Report
      2016 Research-status Report
  • [Presentation] On-demand Correlation-based Information Hierarchical Structuring Method (CIHSM) for Non-dominated Solutions2016

    • Author(s)
      Watanabe, S., Nakano, S., Chiba, K., and Kanazaki, M.
    • Organizer
      IEEE World Congress on Computational Intelligence
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2016-07-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Physical Construction of Local Design Information for Sounding Hybrid Rocket Design via Correlation-based Information Hierarchical Structure2016

    • Author(s)
      Chiba, K., Watanabe, S., and Kanazaki, M.
    • Organizer
      IEEE World Congress on Computational Intelligence
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2016-07-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Book] Advances in Evolutionary and Deterministic Methods for Design, Optimization and Control in Engineering and Sciences2018

    • Author(s)
      Chiba, K., Watanabe, S., Kanazaki, M., Kitagawa, K., and Shimada, T.
    • Total Pages
      488
    • Publisher
      Springer International Publishing AG
    • ISBN
      9783319899862
    • Related Report
      2018 Annual Research Report
  • [Book] Intelligent and Evolutionary Systems2016

    • Author(s)
      Nakata, M. and Chiba, K.
    • Total Pages
      507
    • Publisher
      Springer
    • Related Report
      2016 Research-status Report
  • [Remarks] Publications

    • URL

      http://www.di.mi.uec.ac.jp/chiba/publication.html

    • Related Report
      2018 Annual Research Report
  • [Remarks] Publication of Kazuhisa Chiba

    • URL

      http://www.di.mi.uec.ac.jp/chiba/publication.html

    • Related Report
      2017 Research-status Report

URL: 

Published: 2016-04-21   Modified: 2020-03-30  

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