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Mode Analysis of Pareto-Optimal Design

Research Project

Project/Area Number 23700186
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionJapan Aerospace Exploration Agency

Principal Investigator

OYAMA Akira  独立行政法人宇宙航空研究開発機構, 宇宙科学研究所, 准教授 (10373440)

Project Period (FY) 2011 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2012: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2011: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords多目的最適化 / 多目的設計探査 / ソフトコンピューティング / データマイニング / 固有直交分解 / なし
Research Abstract

Objective of this study is to establish the mode analysis of Pareto-optimal designs (MAPOD) framework. In this research, MAPOD framework for three-objective design optimization problem has developed and demonstrated on a real-world design problem, i.e., a multiobjective trajectory design optimization problem of solar observatory spacecraft. To apply MAPOD to a three-objective design optimization problem, the Pareto-optimal designs are plotted as a scatter plot using two of three objectives where color of each plot indicates its Eigen vector value. For four or more objective design optimization problem, self-organizing map is coupled with this approach.There result show effectiveness of MAPOD for real-world design optimization problems. This research will contribute to design innovation in Japan.

Report

(3 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Research-status Report
  • Research Products

    (20 results)

All 2012 2011 Other

All Journal Article (2 results) Presentation (18 results) (of which Invited: 3 results)

  • [Journal Article] 多目的設計探査と宇宙工学への利用

    • Author(s)
      大山聖
    • Journal Title

      システム/制御/情報

      Volume: Vol. 55, No.9 Pages: 374-381

    • Related Report
      2012 Final Research Report 2011 Research-status Report
  • [Journal Article] 宇宙工学分野での進化型計算の利用

    • Author(s)
      大山聖
    • Journal Title

      電気学会誌

      Volume: VOl.132, No.4, Pages: 208-2011

    • NAID

      10030521741

    • Related Report
      2012 Final Research Report 2011 Research-status Report
  • [Presentation] Problem Understanding with Data Mining of Pareto-Optimal Designs in Space Engineering2012

    • Author(s)
      Akira Oyama
    • Organizer
      Dagstuhl Seminar 12041 Learning in Multiobjective Optimization
    • Place of Presentation
      Germany
    • Related Report
      2012 Final Research Report
  • [Presentation] Data Mining of Pareto-Optimal Solutions Using Proper Orthogonal Decomposition2012

    • Author(s)
      Akira Oyama
    • Organizer
      FNY60 organizing committee, international Workshop on Future of CFD and Aerospace Sciences(招待講演)
    • Place of Presentation
      兵庫県神戸市
    • Related Report
      2012 Final Research Report
  • [Presentation] 宇宙工学分野における多目的設計探査の活用事例2012

    • Author(s)
      大山聖
    • Organizer
      システム制御情報学会 56回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都府京都市(招待講演)
    • Related Report
      2012 Final Research Report
  • [Presentation] Yasuhiro Kawakatsu, and Kazuko Hagiwara. Data Mining of Pareto-Optimal Solutions of a Solar- Observatory Trajectory Design Problem2012

    • Author(s)
      Akira Oyama
    • Organizer
      AIAA Infotech@Aerospace 2012
    • Place of Presentation
      Orange County, California, U.S.A
    • Related Report
      2012 Final Research Report
  • [Presentation] Applications of Multiobjective Design Exploration in JAXA2012

    • Author(s)
      大山聖
    • Organizer
      Japan Aerospace Exploration Agency Workshop on Multi-Objective Design Exploration or Real-World Design Optimization Problems 2012(招待講演)
    • Place of Presentation
      長野県軽井沢町
    • Related Report
      2012 Final Research Report
  • [Presentation] Data Mining of Pareto-Optimal Solutions Using Proper Orthogonal Decomposition2012

    • Author(s)
      Akira Oyama
    • Organizer
      FNY60 organizing committee, nternational Workshop on Future of CFD and Aerospace Sciences
    • Place of Presentation
      兵庫県神戸市
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] 宇宙工学分野における多目的設計探査の活用事例2012

    • Author(s)
      大山 聖
    • Organizer
      システム制御情報学会 56回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都府京都市
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Data Mining of Pareto-Optimal Solutions of a Solar- Observatory Trajectory Design Problem2012

    • Author(s)
      Akira Oyama, Yasuhiro Kawakatsu, and Kazuko Hagiwara
    • Organizer
      AIAA Infotech@Aerospace 2012
    • Place of Presentation
      Orange County, California, U.S.A
    • Related Report
      2012 Annual Research Report
  • [Presentation] Applications of Multiobjective Design Exploration in JAXA2012

    • Author(s)
      大山 聖
    • Organizer
      Japan Aerospace Exploration Agency Workshop on Multi-Objective Design Exploration or Real-World Design Optimization Problems 2012
    • Place of Presentation
      長野県軽井沢町
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Problem Understanding with Data Mining of Pareto-Optimal Designs in Space Engineering2012

    • Author(s)
      Akira Oyama
    • Organizer
      Dagstuhl Seminar 12041 Learning in Multiobjective Optimization
    • Place of Presentation
      ドイツ
    • Related Report
      2011 Research-status Report
  • [Presentation] ハイブリッドロケットの概念設計検討法と非劣解データのモード解析法2011

    • Author(s)
      大山聖
    • Organizer
      日本機械学会2011年度年次大会「先端技術フォーラム」日本機械学会2011年度年次大会「先端技術フォーラム」招待講演.
    • Place of Presentation
      東京都目黒区
    • Year and Date
      2011-09-12
    • Related Report
      2012 Final Research Report
  • [Presentation] Yasuhiro Kawakatsu, and Kazuko Hagiwara. Application of Multiobjective Design Exploration to Solar-C orbit Design2011

    • Author(s)
      Akira Oyama
    • Organizer
      2011 AAS/AIAA Astrodynamics Specialist Conference
    • Place of Presentation
      Girdwood, Alaska
    • Related Report
      2012 Final Research Report
  • [Presentation] 太陽極域観測衛星軌道設計の多目的設計探査2011

    • Author(s)
      大山聖,川勝康弘,萩原和子
    • Organizer
      進化計算シンポジウム2011
    • Place of Presentation
      宮城県岩沼市
    • Related Report
      2012 Final Research Report
  • [Presentation] ハイブリッドロケットの概念設計検討法と非劣解データのモード解析法

    • Author(s)
      大山聖
    • Organizer
      日本機械学会2011年度年次大会「先端技術フォーラム」(招待講演)
    • Place of Presentation
      目黒区,東京都
    • Related Report
      2011 Research-status Report
  • [Presentation] Application of Multiobjective DEsign Exploration to Solar-C orbit Design

    • Author(s)
      Akira Oyama, Yasuhiro Kawakatsu, and Kazuko Hagiwara
    • Organizer
      the 2011 AAS/AIAA Astrodynamics Specialist Conference
    • Place of Presentation
      Girdwood, Alaska
    • Related Report
      2011 Research-status Report
  • [Presentation] Multiobjective Design Exploration of Airplane for Mars Exploration

    • Author(s)
      Akira Oyama
    • Organizer
      21st Workshop on Astrodynamics and Flight Mechanics
    • Place of Presentation
      Sagamihara, Kanagawa
    • Related Report
      2011 Research-status Report
  • [Presentation] 太陽極域観測衛星軌道設計の多目的設計探査

    • Author(s)
      大山聖,川勝康弘,萩原和子
    • Organizer
      進化計算シンポジウム2011
    • Place of Presentation
      宮城県,岩沼市
    • Related Report
      2011 Research-status Report
  • [Presentation] 火星探査飛行機の多目的設計探査

    • Author(s)
      大山聖,米本浩一,竹内伸介,得竹浩,永井大樹,砂田茂,大槻真嗣
    • Organizer
      第55回宇宙科学技術連合講演会
    • Place of Presentation
      愛媛県,松山市
    • Related Report
      2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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