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A Study on Intelligent CAD Systems based on Hybridization of Artificial Intelligence Approaches and Optimization Techniques

Research Project

Project/Area Number 04452131
Research Category

Grant-in-Aid for General Scientific Research (B)

Allocation TypeSingle-year Grants
Research Field 機械工作
Research InstitutionOsaka University

Principal Investigator

AKAGI Shinsuke  Osaka University, Faculty of Engineering, Professor, 工学部, 教授 (50127172)

Co-Investigator(Kenkyū-buntansha) HIROKAWA Noriyasu  Osaka University, Faculty of Engineering, Research Associate, 工学部, 助手 (80252609)
FUJITA Kikuo  Osaka University, Faculty of Engineering, Assistant Professor, 工学部, 講師 (10228992)
Project Period (FY) 1992 – 1993
Project Status Completed (Fiscal Year 1993)
Budget Amount *help
¥7,100,000 (Direct Cost: ¥7,100,000)
Fiscal Year 1993: ¥1,200,000 (Direct Cost: ¥1,200,000)
Fiscal Year 1992: ¥5,900,000 (Direct Cost: ¥5,900,000)
KeywordsDesign Engineering / Intelligent CAD / Artificial Intelligence / Optimization / Layout Design / Aircraft Design / Link Mechanism / Nesting / 最適化手法 / 遺伝的アルゴリズム / 形状最適化 / 多領域最適化 / オブジェクト指向 / 満足化 / 定式化
Research Abstract

Design methodology for intelligent CAD systems by combining artificial intellignece(AI)techniques and mathematical optimization techniques are studied through the development of the hybrid-type CAD systems for several design problems. The systems developed and their characteristics are summarized as follows :
1. Layout design system for power plants, in which a constraint-directed search procedure is used for fixing the spatial relations among layout components and an optimization technique is used for determining the actual sizes of layout components.
2. Expert System for automatically generating layout constraints which are design conditions in the above layout design system.
3. Integrated CAD system for supporting preliminary design process of aircraft, in which an object-oriented modeling method is used for representing design object and an optimization procedure is used for refinement of a design.
4. Automated optimal shape design system of planar link mechanisms, in which an object-oriented modeling method is used for representing link mechanisms, and symbol processing technique and an algebraic programming language are used for automatically generating the mathematical model for optimization.
5. Hybrid approach for optimal nesting problems using a genetic algorithm and a local minimization algorithm.
Through the above studies, the following criteria for hybridization of AI techniques and optimization procedure are concluded.
1. AI techniques are effective for the conceptual and combinatorial aspects of design problems, and optimization techniques are effective for the embodiment and numerical aspects of them. Both of techniques should be hybridized corresponding to the characteristics of respective design problems.
2. The modeling techniques in AI techniques are effective for automatically generating the mathematical models for optimization calculation and for interactively supporting the design process.

Report

(3 results)
  • 1993 Annual Research Report   Final Research Report Summary
  • 1992 Annual Research Report
  • Research Products

    (30 results)

All Other

All Publications (30 results)

  • [Publications] Fujita,K.: "Automated Optimal Shape Design System of Planar Link Mechanisms using an Object-Oriented Modeling Method" Proceedings of the 1992 ASME Design Automation Conference. DE-44-2. 21-28 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 藤田喜久雄: "プラント配置設計における配置制約の自動生成" 日本機械学会論文集C編. 58-555. 3449-3454 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 赤木新介: "航空機の基本設計に対する統合化支援システムの研究" 日本航空宇宙学会誌. 41-468. 27-34 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Fujita,K.: "A Layout Design System of Nuclear Power Plants by Using AI Techniques and an Optimization Procedure" Proceedings of 9th International Conference on Engineering Design-ICED 93. 1. 423-430 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Fujita,K.: "Hybrid Approach for Optimal Nesting Using a Genetic Algorithm and a Local Minimization Algorithm" Proceedings of the 1993 ASME Design Automation Conference. DE-65-1. 477-484 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Fujita,K.: "Plant Layout Design System using a Hybrid Approach with a Constraint-Directed Search and a Mathematical Optimization Technique" JSME International Journal,Ser.C. 36-4. 562-568 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 赤木新介: "システム工学-エンジニアリングシステムの解析と計画" 共立出版, 262 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Fujita, K.: "Applications of Artificial Intelligence Technology to Power Plant Design - Case Studies for Marine Power Plant and Land-use Cogeneration Plant -" Journal of the Marine Engineering Society in Japan. Vol.27, No.5. 390-399 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Fujita, K.: "Automated Optimal Shape Design System of Planar Link Mechanisms using an Object-Oriented Modeling Method" Proceedings of the 1992 ASME Design Automation Conference. DE-44-2. 21-28 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Fujita, K.: "Automated Acquisition of Constraints in Plant Layout Design Problems" Trans.of the Japan Society of Mechanical Engineers, Ser.C. Vol.58, No.555. 3449-3454 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Akagi, S.: "An Integrated CAD System for Preliminary Design of Aircraft" Journal of the Japan Society for Aeronautical and Space Sciences. Vol.41, No.468. 27-34 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Fujita, K.: "Approach for Optimal Nesting Using Genetic Algorithm and Local Minimization Algorithm" Trans.of the Japan Society of Mechnical Engineers, Ser.C. Vol.59, No.564. 2576-2583 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Fujita, K.: "A Layout Design System of Nuclear Power Plants by Using AI Techniques and an Optimization Procedure" Proceedings of 9th International Conference on Engineering Design - ICED 93. Vol.1. 423-430 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Fujita, K.: "Hybrid Approach for Optimal Nesting Using a Genetic Algorithm and a Local Minimization Algorithm" Proceedings of the 1993 ASME Design Automation Conference. DE-Vol.65-1. 477-484 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Fujita, K.: "Plant Layout Design System using a Hybrid Approach with a Constraint-Directed Search and a Mathematical Optimization Technique" JSME International Journal. Vol.36, No.4, Ser.C. 562-568 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Fujita, K.: "Hybrid Approach to Plant Layout Design using Constraint-Directed Search and an Optimization Technique" Transactions of the ASME, Journal of Mechanical Design. (To be published).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Akagi, S.: "Systems Engineering - Analysis and Planning of Engineering Systems" 262pages, Kyouritsu Shuppan. (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 藤田喜久雄: "遺伝的アルゴリズムと極小値探索アルゴリズムとのハイブリッド化による板取り問題の一解法" 日本機械学会論文集C編. 59-564. 2576-2583 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] Fujita,K.: "A Layout Design System of Nuclear Power Plants by Using AI Techniques and an Optimization Procedure" Proceedings of 9th International Conference on Engineering Design-ICED 93. 1. 423-430 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] Fujita,K.: "Hybrid Approach for Optimal Nesting Using a Genetic Algorithm and a Local Minimization Algorithm" Proceedings of the 1993 ASME Design Automation Conference. DE-65-1. 477-484 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] Fujita,K.: "Plant Layout Design System using a Hybrid Approach with a Constraint-Directed Search and a Mathematical Optimization Technique" JSME International Journal,Ser.C. 36-4. 562-568 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 藤田喜久雄: "リンク機構設計における多領域最適化システムの研究" 日本機械学会関西支部第69期定時総会講演会講演論文集. (発表予定). (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] 藤田喜久雄: "板取り問題への遺伝的アルゴリズムの適用" 日本機械学第71期通常総会講演会講演論文集. (発表予定). (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] 藤田 喜久雄: "AI手法によるエネルギープラントの設計法 -舶用プラントおよび陸用コー・ジェネレーションプラント設計への適用-" 日本舶用機関学会誌. 27-5. 390-399 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] Fujita,K.: "Automated Optimal Shape Design System of Planar Link Mechanisms using an object-Oriented Modeling Method" Proceedings of the 1992 ASME Design Automation Conference. DE-44-2. 21-28 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 藤田 喜久雄: "プラント配置設計における配置制約の自動生成" 日本機械学会論文集C編. 58-555. 3449-3454 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 藤田 喜久雄: "遺伝的アルゴリズムと数理計画法とのハイブリッド化による板取り問題の一解法" 日本機械学会第2回設計工学・システム部門講演会講演論文集. 920-103. 115-120 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 赤木 新介: "航空機の基本設計に対する統合化支援システムの研究" 日本航空宇宙学会誌. 41-468. 27-34 (1993)

    • Related Report
      1992 Annual Research Report
  • [Publications] Fujiat,K.: "A Layout Design System of Nuclear Power Plants by Using AI Techniques and an Optimization Procedure" International Conference on Engineering Design-ICED'93.(1993)

    • Related Report
      1992 Annual Research Report
  • [Publications] 赤木 新介: "システム工学 エンジニアリングシステムの解析と計画" 共立出版, 262 (1992)

    • Related Report
      1992 Annual Research Report

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Published: 1992-04-01   Modified: 2016-04-21  

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