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Development and Demonstration of a Total Framework for Robust-Optimal Design Exploration

Research Project

Project/Area Number 19760098
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Design engineering/Machine functional elements/Tribology
Research InstitutionTohoku University

Principal Investigator

SHIMOYAMA Koji  Tohoku University, 流体科学研究所, 助教 (80447185)

Project Period (FY) 2007 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥600,000)
Fiscal Year 2009: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2008: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2007: ¥1,300,000 (Direct Cost: ¥1,300,000)
Keywords設計最適化 / ロバスト設計 / 応答曲面近似 / データマイニング / 品質工学 / 機能 / 有限要素法 / 固有モード解析 / Krigingモデル / リンケージ同定 / 自己組織化マップ / 分散分析 / 多次元性能マップ
Research Abstract

Robust-optimal design exploration aims to find good design candidates, which realize stable characteristics of performance against the errors and uncertainties in real-world design process, manufacturing process, and/or operating conditions. This study has developed a total framework for the robust-optimal design exploration to be implemented accurately, efficiently, easily, and versatilely. In addition, this study has demonstrated the framework through the application to various real-world engineering design problems.

Report

(4 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (29 results)

All 2010 2009 2008 2007

All Journal Article (13 results) (of which Peer Reviewed: 11 results) Presentation (12 results) Book (4 results)

  • [Journal Article] Performance Map Construction for a Centrifugal Diffuser with Data Mining Techniques2010

    • Author(s)
      Koji Shimoyama, Kazuyuki Sugimura, Shinkyu Jeong, Shigeru Obayashi
    • Journal Title

      Journal of Computational Science and Technology Vol.4

      Pages: 36-50

    • NAID

      130000252887

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 多目的ロバスト設計のための方法論確立と実問題応用2010

    • Author(s)
      下山幸治, 鄭信圭, 大林茂
    • Journal Title

      日本信頼性学会誌「信頼性」 Vol.32

      Pages: 105-112

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 多目的ロバスト設計のための方法論確立と実問題応用2010

    • Author(s)
      下山幸治, 鄭信圭, 大林茂
    • Journal Title

      日本信頼性学会誌「信頼性」 32

      Pages: 105-112

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Performance Map Construction for a Centrifugal Diffuser with Data Miping Techniques2010

    • Author(s)
      下山幸治, 杉村和之, 鄭信圭, 大林茂
    • Journal Title

      Journal of Computational Science and Technology 4

      Pages: 36-50

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 多目的設計探査による設計空間の可視化と知識発見2009

    • Author(s)
      下山幸治, 杉村和之, 鄭信圭, 大林茂
    • Journal Title

      知能と情報(日本知能情報ファジィ学会誌) Vol.21

      Pages: 293-303

    • NAID

      10025994524

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Practical Implementation of Robust Design Assisted by Response Surface Approximation and Visual Data-Mining2009

    • Author(s)
      Koji Shimoyama, Jin Ne Lim, Shinkyu Jeong, Shigeru Obayashi, Masataka Koishi
    • Journal Title

      Journal of Mechanical Design, Transactions of the ASME Vol.131

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 応答曲面近似・可視化データマイニングを利用したロバスト設計最適化の実問題応用2009

    • Author(s)
      下山幸治, 鄭信圭, 大林茂
    • Journal Title

      人工知能学会論文誌 Vol.24

      Pages: 13-24

    • NAID

      130000098266

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Practical Implementation of Robust Design Assisted by Response Surface Approximation and Visual Data-Mining2009

    • Author(s)
      Koji Shimoyama, Jin Ne Lim, Shinkyu Jeong, Shigeru Obayashi, Masataka Koishi
    • Journal Title

      Journal of Mechanical Design, Transactions of the ASME 131

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 多目的設計探査による設計空間の可視化と知識発見2009

    • Author(s)
      下山幸治, 杉村和之, 鄭信圭, 大林茂
    • Journal Title

      知能と情報(日本知能情報ファジィ学会誌) 21

      Pages: 293-303

    • NAID

      10025994524

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 応答曲面近似・可視化データマイニングを利用したロバスト設計最適化の実問題応用2009

    • Author(s)
      下山幸治, 鄭信圭, 大林茂
    • Journal Title

      人工知能学会論文誌 24

      Pages: 13-24

    • NAID

      130000098266

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Practical Implementation of Robust Design Assisted by Response Surface Approximation and Visual Data-Mining2009

    • Author(s)
      Koji Shimoyama, Jin Ne Lim, Shinkyu Jeong, Shigeru Obayashi, and Masataka Koishi
    • Journal Title

      Journal of Mechanical Design, Transactions of the ASME 131(印刷中)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 応答曲面近似・データマイニングを併用した多目的ロバスト設計最適化手法の開発・応用2007

    • Author(s)
      下山幸治, リムジンネ, 鄭信圭, 大林茂
    • Journal Title

      東北大学流体科学研究所報告 Vol.18

      Pages: 1-10

    • NAID

      40015850766

    • Related Report
      2009 Final Research Report
  • [Journal Article] 応答曲面近似・データマイニングを併用した多目的ロバスト設計最適化手法の開発・応用2007

    • Author(s)
      下山 幸治
    • Journal Title

      東北大学流体科学研究所報告 18

      Pages: 1-10

    • NAID

      40015850766

    • Related Report
      2007 Annual Research Report
  • [Presentation] Efficient Multi-Objective Robust Optimization in Real-World Engineering Design Problems2010

    • Author(s)
      Koji Shimoyama
    • Organizer
      2ndInternational Workshops on Advances in Computational Mechanics
    • Place of Presentation
      Pacifico Yokohama, Yokohama, Japan(招待講演)
    • Year and Date
      2010-03-30
    • Related Report
      2009 Final Research Report
  • [Presentation] Efficient Multi-Objective Robust Optimization in Real-World Engineering Design Problems2010

    • Author(s)
      下山幸治
    • Organizer
      2^<nd> International Workshops on Advances in Computational Mechanics
    • Place of Presentation
      Pacifico Yokohama, Yokohama, Japan
    • Year and Date
      2010-03-30
    • Related Report
      2009 Annual Research Report
  • [Presentation] 進化的計算によるスポーツ用シューズソールの材料物性最適設計2009

    • Author(s)
      下山幸治, 瀬尾和哉, 西脇剛史, 鄭信圭, 大林茂
    • Organizer
      人工知能学会第2回進化計算フロンティア研究会
    • Place of Presentation
      東京大学
    • Year and Date
      2009-10-03
    • Related Report
      2009 Annual Research Report 2009 Final Research Report
  • [Presentation] An Efficient Robust Optimization Framework for Real-World Engineering Design2008

    • Author(s)
      Koji Shimoyama, Shinkyu Jeong, Shigeru Obayashi
    • Organizer
      8th World Congress on Computational Mechanics - 5th European Congress on Computational Methods in Applied Sciences and Engineering
    • Place of Presentation
      Venice Conventional Center, Venice, Italy
    • Year and Date
      2008-07-03
    • Related Report
      2009 Final Research Report
  • [Presentation] An Efficient Robust Optimization Framework for Real-World Engineering Design2008

    • Author(s)
      Koji Shimoyama, Shinkyu Jeong, and Shigeru Obayashi
    • Organizer
      8th World Congress on Computational Mechanics-5th European Congress on Computational Methods in Applied Sciences and Engineering
    • Place of Presentation
      Venice Convention Center, Venice, Italy
    • Year and Date
      2008-07-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] An Approach for Multi-Objective Robust Optimization Assisted by Response Surface Approximation and Visual Data-Mining2007

    • Author(s)
      Koji Shimoyama, Jin Ne Lim, Shinkyu Jeong, Shigeru Obayashi, Masataka Koishi
    • Organizer
      2007 IEEE Congress on Evolutionary Computation
    • Place of Presentation
      Swissotel The Stamford, Singapore
    • Year and Date
      2007-09-27
    • Related Report
      2009 Final Research Report 2007 Annual Research Report
  • [Presentation] 応答曲面近似・データマイニングを併用した高効率多目的ロバスト設計最適化2007

    • Author(s)
      下山幸治, リムジンネ, 鄭信圭, 大林茂
    • Organizer
      日本機械学会2007年度年次大会
    • Place of Presentation
      関西大学
    • Year and Date
      2007-09-12
    • Related Report
      2009 Final Research Report
  • [Presentation] A Framework of Efficient Multi-Objective Robust Optimization for Real-World Engineering Design2007

    • Author(s)
      Koji Shimoyama, Jin Ne Lim, Shinkyu Jeong, Shigeru Obayashi, Masataka Koishi
    • Organizer
      SNU-TU Joint Workshop on Next Generation Aero Vehicle
    • Place of Presentation
      Seoul National University, Seoul, Korea
    • Year and Date
      2007-06-18
    • Related Report
      2009 Final Research Report
  • [Presentation] Development and Application of a New Robust Optimization Framework for Real-World Engineering Design2007

    • Author(s)
      Koji Shimoyama, Shinkyu Jeong, Shigeru Obayashi, Masataka Koishi
    • Organizer
      7th International Symposium on Advanced Fluid Information and 4th International Symposium on Transdisciplinary Fluid Integration
    • Place of Presentation
      Sakura Hall, Tohoku University, Sendai, Japan
    • Related Report
      2009 Final Research Report
  • [Presentation] Development and Application of a New Robust Optimization Framework for Real-World Engineering Design2007

    • Author(s)
      Koji Shimoyama
    • Organizer
      7th International Symposium on Advanced Fluid Information and the 4th International Symposium on Transdisciplinary Fluid Integration
    • Place of Presentation
      Sakura Hall, Tohoku University, Sendai, Japan
    • Related Report
      2007 Annual Research Report
  • [Presentation] 応答曲面近似・データマイニングを併用した高効率多目的ロバスト設計最適化2007

    • Author(s)
      下山 幸治
    • Organizer
      日本機械学会2007年度年次大会
    • Place of Presentation
      大阪府吹田市,関西大学
    • Related Report
      2007 Annual Research Report
  • [Presentation] A Framework of Efficient Multi-Objective Robust Optimization for Real-World Engineering Design2007

    • Author(s)
      Koji Shimoyama
    • Organizer
      2nd SNU-TU Joint Workshop on Next Generation Aero Vehicle
    • Place of Presentation
      Seoul National University, Seoul, Korea
    • Related Report
      2007 Annual Research Report
  • [Book] Multi-Objective Memetic Algorithms2009

    • Author(s)
      Koji Shimoyama, Jin Ne Lim, Shinkyu Jeong, Shigeru Obayashi, Masataka Koishi
    • Publisher
      Springer-Verlag
    • Related Report
      2009 Final Research Report
  • [Book] Multi-Objective Memetic Algorithms2009

    • Author(s)
      Koji Shimoyama, Jin Ne Lim, Shinkyu Jeong, Shigeru Obayashi, and Masataka Koishi
    • Publisher
      Springer-Verlag
    • Related Report
      2008 Annual Research Report
  • [Book] Multiobjective Optimization: Interactive and Evolutionary Approaches2008

    • Author(s)
      Kaisa Miettinen, Kalyanmoy Deb, Johannes Jahn, Wlodzimierz Ogryczak, Koji Shimoyama, Rudolf Vetschera
    • Publisher
      Springer-Verlag
    • Related Report
      2009 Final Research Report
  • [Book] Multiobjective Optimization : Interactive and Evolutionary Approaches2008

    • Author(s)
      Kaisa Miettinen, Kalyanmoy Deb, Johannes Jahn, Wlodzimierz Ogryczak, Koji Shimoyama, and Rudolf Vetschera
    • Publisher
      Springer-Verlag
    • Related Report
      2008 Annual Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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