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Development of the integrative optimum design system by using the RBF network and global optimization technique

Research Project

Project/Area Number 19760062
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Materials/Mechanics of materials
Research InstitutionKanazawa University

Principal Investigator

KITAYAMA Satoshi  Kanazawa University, 機械工学系, 講師 (90339698)

Co-Investigator(Renkei-kenkyūsha) YAMAZAKI Koetsu  金沢大学, 機械工学系, 教授 (70110608)
ARAKAWA Masao  香川大学, 工学部, 准教授 (20257207)
Project Period (FY) 2007 – 2008
Project Status Completed (Fiscal Year 2008)
Budget Amount *help
¥3,290,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥390,000)
Fiscal Year 2008: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2007: ¥1,600,000 (Direct Cost: ¥1,600,000)
Keywords最適化 / システム工学 / 最適設計 / 大域的最適化 / 機械学習 / 機械材料・材料力学 / 逐次近似最適化
Research Abstract

本研究では, RBFネットワークを用いた応答曲面法と大域的最適化法を組み合わせた最適設計支援システムに関する研究を行った. 応答曲面近似に用いるRBFネットワークでは, 近似精度に大きな影響を与えるパラメータについて, 十分条件を導きだし, パラメータを決定する指針を与えた. RBFネットワークによる応答曲面近似と多点同時探索型手法の一つであるParticle Swarm Optimization(PSO)による応答曲面の最適解探索を組み合わせた統合的最適設計支援システムを開発した.

Report

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

    (40 results)

All 2009 2008 2007

All Journal Article (10 results) (of which Peer Reviewed: 10 results) Presentation (28 results) Book (2 results)

  • [Journal Article] 領域適応型Particle Swarm Optimizationによる複数の最適解の探索2009

    • Author(s)
      北山哲士・宮川智栄・山崎光悦・荒川雅生
    • Journal Title

      日本機械学会論文集C編 75-751

      Pages: 710-718

    • Related Report
      2008 Annual Research Report 2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] Global Optimization by Generalized Random Tunneling Algorithm(4th report, Application to the Nonlinear Optimum Design Problem of the Mixed Design Variables)2008

    • Author(s)
      Kitayama, S., Yamazaki, K.
    • Journal Title

      Journal of Computational Science of Technology Vol.2, No.1

      Pages: 258-267

    • NAID

      110004659097

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] 最適化とモデリングを融合した統合型最適化2008

    • Author(s)
      北山哲士
    • Journal Title

      計測と制御 47-6

      Pages: 512-518

    • NAID

      10021115453

    • Related Report
      2008 Annual Research Report 2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] 非劣解の多様性を考慮した多目的Particle Swarm Optimization2008

    • Author(s)
      北山哲士・荒川雅生・山崎光悦
    • Journal Title

      日本機械学会論文集C編 74-742

      Pages: 1575-1583

    • NAID

      110006793598

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] RBFネットワークとParticle Swarm Optimizationによる統合的最適化2008

    • Author(s)
      北山哲士・安田恵一郎・山崎光悦
    • Journal Title

      電気学会論文誌C Vol.128, No.4

      Pages: 636-645

    • NAID

      10021132148

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] RBFネットワークとPareicle Swarm Optimizationによる統合的最適化2008

    • Author(s)
      北山哲士・安田恵一郎・山崎光悦
    • Journal Title

      電気学会論文誌C 128-4

      Pages: 636-645

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 非劣解の多様性を考慮した多目的Particle Swarm Optmization2008

    • Author(s)
      北山哲士・荒川雅生・山崎光悦
    • Journal Title

      日本機械学会論文集C編 74-742

      Pages: 1575-1583

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Global Optimization by Generalized Random Tunneling Algorithm (4^<th> report : Application to the Nonlinear Optimum Design Problem of the Mixed Design Variables)2008

    • Author(s)
      Kitayama, S., Yamazaki, K.
    • Journal Title

      Journal of Computational Science and Technology 2-1

      Pages: 258-267

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 一般化ランダム・トンネリング・アルゴリズムによる大域的最適化(第5報 RBFネットワークを利用した近似最適化)2007

    • Author(s)
      北山哲士・荒川雅生・山崎光悦
    • Journal Title

      日本機械学会論文集C編 73-729

      Pages: 1299-1306

    • NAID

      110006279382

    • Related Report
      2008 Final Research Report 2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 領域適応型Particle Swarm Optimizationの提案2007

    • Author(s)
      北山哲士・荒川雅生・山崎光悦
    • Journal Title

      日本機械学会論文集C編 73-729

      Pages: 1299-1306

    • NAID

      110006164419

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Presentation] 非劣解の多峰性を考慮した多目的Particle Swarm Optimization2008

    • Author(s)
      北山哲士・荒川雅生・山崎光悦
    • Organizer
      日本機械学会第8回最適化シンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2008-11-27
    • Related Report
      2008 Final Research Report
  • [Presentation] 非劣解の多峰性を考慮した多目的Particle Swarm Optimization2008

    • Author(s)
      北山哲士・荒川雅生・山崎光悦
    • Organizer
      日本機械学会最適化シンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2008-11-27
    • Related Report
      2008 Annual Research Report
  • [Presentation] 多目的最適設計におけるトレードオフ分析法2008

    • Author(s)
      北山哲士・山崎光悦・荒川雅生・山川宏
    • Organizer
      日本機械学会設計工学・システム部門講演会
    • Place of Presentation
      京都
    • Year and Date
      2008-09-26
    • Related Report
      2008 Annual Research Report 2008 Final Research Report
  • [Presentation] 非劣解の多峰性を考慮した多目的Particle Swarm Optimization (有制約多目的最適化問題への適用)2008

    • Author(s)
      北山哲士・荒川雅生・山崎光悦
    • Organizer
      日本機械学会年次大会
    • Place of Presentation
      横浜
    • Year and Date
      2008-09-26
    • Related Report
      2008 Final Research Report
  • [Presentation] RBFネットワークの半径式の検討(適応的スケーリングについて)2008

    • Author(s)
      北山哲士・山崎光悦・荒川雅生
    • Organizer
      日本機械学会設計工学・システム部門講演会
    • Place of Presentation
      京都
    • Year and Date
      2008-09-26
    • Related Report
      2008 Annual Research Report
  • [Presentation] 非劣解の多峰性を考慮した多目的Particle Swarm Optimization(有制約多目的最適化問題への適用)2008

    • Author(s)
      北山哲士・荒川雅生・山崎光悦
    • Organizer
      日本機械学会年次大会
    • Place of Presentation
      横浜
    • Year and Date
      2008-08-04
    • Related Report
      2008 Annual Research Report
  • [Presentation] Adaptive Range Particle Swarm Optimization to Find Multiple Optima2008

    • Author(s)
      Miyakawa, C, Kitayama, S., Yamazaki, K.
    • Organizer
      5th China-Japan-Korea a Joint Symposium on Optimization of Structural and Mechanical Systems
    • Place of Presentation
      Korea
    • Year and Date
      2008-06-18
    • Related Report
      2008 Final Research Report
  • [Presentation] Adaptive Range Particle Swarm Optimization to Find Multiple Optima2008

    • Author(s)
      Miyakawa, C, Kitavama, S., Yamazaki, K.
    • Organizer
      5^<th> China-Japan-Korea a Joint Symposium on Optimization of Structural and Mechanical Systems
    • Place of Presentation
      韓国・チェジュ島
    • Year and Date
      2008-06-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] Trade-Off Analysis Based on the Sensitivity Analysis For Multi-Objective Design Optimization2008

    • Author(s)
      Kitayama, S., Yamazaki, K., Arakawa, M., Yamakawa, H.
    • Organizer
      5^<th> China-Japan-Korea a Joint Symposium on Optimization of Structural and Mechanical Systems
    • Place of Presentation
      韓国・チェジュ島
    • Year and Date
      2008-06-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] Trade-Off Analysis Based on the Sensitivity Analysis For Multi-Obj ective Design Optimization2008

    • Author(s)
      Kitayama, S., Yamazaki, K., Arakawa, M., Yamakawa, H.
    • Organizer
      5th China-Japan-Korea a Joint Symposium on Optimization of Structural and Mechanical Systems
    • Place of Presentation
      Korea
    • Year and Date
      2008-06-17
    • Related Report
      2008 Final Research Report
  • [Presentation] トレードオフ分析法による妥協点の算出2008

    • Author(s)
      北山哲士・山崎光悦・荒川雅生・山川宏
    • Organizer
      日本機械学会設計工学・システム部門講演会
    • Place of Presentation
      京都
    • Related Report
      2008 Annual Research Report 2008 Final Research Report
  • [Presentation] RBFネットワークによるパターン分類2008

    • Author(s)
      北山雄三・北山哲士・山崎光悦
    • Organizer
      日本機械学会設計工学・システム部門講演会
    • Place of Presentation
      京都
    • Related Report
      2008 Annual Research Report 2008 Final Research Report
  • [Presentation] Particle Swarm Optimization for Adaptive Search2007

    • Author(s)
      Kitayama, S., Yamazaki, K, Arakawa, M.
    • Organizer
      71th International Conference on Optimization: Techniques and Applications
    • Place of Presentation
      Kobe
    • Year and Date
      2007-12-13
    • Related Report
      2008 Final Research Report
  • [Presentation] 多目的Particle Swarm Optimizationの現状と課題について2007

    • Author(s)
      北山哲士・山崎光悦
    • Organizer
      日本機械学会設計工学・システム部門講演会
    • Place of Presentation
      仙台
    • Year and Date
      2007-11-01
    • Related Report
      2008 Final Research Report
  • [Presentation] 非劣解の多峰性を考慮した多目的Particle Swarm Optimization2007

    • Author(s)
      北山哲士・山崎光悦・荒川雅生
    • Organizer
      日本機械学会設計工学・システム部門講演会
    • Place of Presentation
      仙台
    • Year and Date
      2007-11-01
    • Related Report
      2008 Final Research Report
  • [Presentation] 領域適応型PSOによる複数の最適解探索2007

    • Author(s)
      宮川智栄・北山哲士・山崎光悦
    • Organizer
      日本機械学会設計工学・システム部門講演会
    • Place of Presentation
      仙台
    • Year and Date
      2007-11-01
    • Related Report
      2008 Final Research Report
  • [Presentation] RBFネットワークを用いた逐次近似最適化(サンプリング関数の提案)2007

    • Author(s)
      大濱潤・北山哲士・山崎光悦
    • Organizer
      日本機械学会年次大会
    • Place of Presentation
      大阪
    • Year and Date
      2007-09-12
    • Related Report
      2008 Final Research Report
  • [Presentation] RBFネットワークとParticle Swarm Optimizationによる統合的最適化2007

    • Author(s)
      北山哲士・安田恵一郎・山崎光悦
    • Organizer
      平成19年電気学会電子・情報・システム部門大会
    • Place of Presentation
      大阪
    • Year and Date
      2007-09-05
    • Related Report
      2008 Final Research Report
  • [Presentation] Sequential Approximate Optimization Using RBF Network2007

    • Author(s)
      Kitayama, S., Yamazaki, K, Arakawa, M.
    • Organizer
      7th World Congress of Structural and Multidisciplmary Optimization
    • Place of Presentation
      Korea
    • Year and Date
      2007-06-22
    • Related Report
      2008 Final Research Report
  • [Presentation] Application of the Modified Generalized Random Tunneling Algorithm to the Mixed Discrete Non-Linear Problems2007

    • Author(s)
      Kitayama, S., Yamazaki, K
    • Organizer
      71th World Congress of Structural and Multidisciplmary Optimization
    • Place of Presentation
      Korea
    • Year and Date
      2007-06-22
    • Related Report
      2008 Final Research Report
  • [Presentation] Application of the Modified Generalized Random Tunneling Algorithm to the Mixed Discrete Non-Linear Problems2007

    • Author(s)
      KITAYAMA, S., YAMAZAKI, K
    • Organizer
      7th World Congress of Structural and Multidisciplin ary Optimization
    • Place of Presentation
      韓国・ソウル
    • Related Report
      2007 Annual Research Report
  • [Presentation] Sequential Approximate Optimization Using RBF Network2007

    • Author(s)
      KITAYAMA, S., YAMAZAKI, K, ARAKAWA, M.
    • Organizer
      7th World Congress of Structural and Multidisciplinary Optimization
    • Place of Presentation
      韓国・ソウル
    • Related Report
      2007 Annual Research Report
  • [Presentation] RBFネットワークとParticle Swarm Optimizationによる統合的最適化2007

    • Author(s)
      北山哲士・安田恵一郎・山崎光悦
    • Organizer
      平成19年 電気学会 電子・情報・システム部門大会
    • Place of Presentation
      大阪・大阪府立大学
    • Related Report
      2007 Annual Research Report
  • [Presentation] RBFネットワークを用いた逐次近似最適化(サンプリング関数の提案)2007

    • Author(s)
      大濱潤・北山哲士・山崎光悦
    • Organizer
      日本機械学会 年次大会
    • Place of Presentation
      大阪・関西大学
    • Related Report
      2007 Annual Research Report
  • [Presentation] 領域適応型PSOによる複数め最適解探索2007

    • Author(s)
      宮川智栄・北山哲士・山崎光悦
    • Organizer
      日本機械学会 設計工学・システム部門講演会
    • Place of Presentation
      仙台・仙台戦災復興記念館
    • Related Report
      2007 Annual Research Report
  • [Presentation] 多目的Particle Swarm Optimizationの現状と課題について2007

    • Author(s)
      北山哲士・山崎光悦
    • Organizer
      日本機械学会 設計工学・システム部門講演会
    • Place of Presentation
      仙台・仙台戦災復興記念館
    • Related Report
      2007 Annual Research Report
  • [Presentation] 非劣解の多峰性を考慮した多目的Particle Swarm Optimization2007

    • Author(s)
      北山哲士・山崎光悦・荒川雅生
    • Organizer
      日本機械学会 設計工学・システム部門講演会
    • Place of Presentation
      仙台・仙台戦災復興記念館
    • Related Report
      2007 Annual Research Report
  • [Presentation] Particle Swarm Optimization for Adaptive Search2007

    • Author(s)
      KITAYAMA, S., YAMAZAKI, K, ARAKAWA, M.
    • Organizer
      7th International Conference on Optimization: Tech niques and Applications
    • Place of Presentation
      神戸・神戸国際会議場
    • Related Report
      2007 Annual Research Report
  • [Book] メタヒューリスティクスと応用2007

    • Author(s)
      北山哲士, 他24名
    • Publisher
      電気学会
    • Related Report
      2008 Final Research Report
  • [Book] メタヒューリスティクスと応用2007

    • Author(s)
      北山 哲士, 他24名
    • Total Pages
      432
    • Publisher
      株式会社 オーム社
    • Related Report
      2007 Annual Research Report

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

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