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Development of An Emergent Problem-Solving System Based on Interaction in Information Field

Research Project

Project/Area Number 15560347
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field System engineering
Research InstitutionKobe University

Principal Investigator

TAMAKI Hisashi  Kobe University, Department of Computer and Systems Engineering, Associate Professor, 工学部, 助教授 (10227267)

Project Period (FY) 2003 – 2004
Project Status Completed (Fiscal Year 2004)
Budget Amount *help
¥4,300,000 (Direct Cost: ¥4,300,000)
Fiscal Year 2004: ¥1,400,000 (Direct Cost: ¥1,400,000)
Fiscal Year 2003: ¥2,900,000 (Direct Cost: ¥2,900,000)
KeywordsEmergent Computation / Interaction / Autonomous Decentralized System / Optimization / Decision-making / Simulation / 遺伝的機械学習 / 進化的計算
Research Abstract

When considering an engineering problem-solving in large-scaled and complicated systems, an emergent approach containing bi-directional interactions, which enables us to extract a decision-making model in an adaptive or an interactive manner. In this research, aiming at designing a methodology in which a modeling process is embedded in a solution process, an interactive information field as well as an emergent computing method have been (re)constructed. The key points are as follows.
(1)Design and implementation of an interactive information field - an hierarchical autonomous decentralized framework in which an interaction among sub-models are explicitly considered has been designed, and an prototype of a simulation and decision-making model based on the framework has been investigated.
(2)Reconstruction of emergent computing method - a simulation-based method for acquiring and adjusting decision-making rules has been designed, based on genetics-based machine learning techniques.
(3)Coevolution of problem-solving model - a decision-making and learning method has been developed based on such concepts as self-organization and coevolution.

Report

(3 results)
  • 2004 Annual Research Report   Final Research Report Summary
  • 2003 Annual Research Report
  • Research Products

    (30 results)

All 2005 2004 2003 Other

All Journal Article (24 results) Publications (6 results)

  • [Journal Article] Parallelization of Genetic Algorithm with Sexual Selection2005

    • Author(s)
      大森 清博
    • Journal Title

      Electrical Engineering in Japan 150・1

      Pages: 42-49

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Parallelization of Genetic Algorithm with Sexual Selection2005

    • Author(s)
      Kiyohiro Omori, Hisashi Tamaki, Hajime Murao, Shinzo Kitamura, Satoshi Maekawa
    • Journal Title

      Electrical Engineering in Japan Vol.150, No. 1

      Pages: 42-49

    • NAID

      210000184836

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] フレキシブルショップ問題への遺伝的機械学習アプローチ-リアルタイム・スケジューリングのためのルール獲得法-2004

    • Author(s)
      榊原 一紀
    • Journal Title

      情報処理学会論文誌,:数理モデフレ化と応用 45・SIG2

      Pages: 91-98

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Composition and Acquisition of Rules for Flexible Shop Scheduling Problems2004

    • Author(s)
      榊原 一紀
    • Journal Title

      Proc.of the Int.Symp.on Scheduling 2004

      Pages: 174-179

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Optimization Model and Simulation-Based Solution for a Class of Crane Scheduling Problems2004

    • Author(s)
      玉置 久
    • Journal Title

      Proc.of the 2004 IEEE Conf.on Control Applications

      Pages: 902-905

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Dermoscopic Image Segmentation by a Self-Organizing Map and Fuzzy Genetic Clustering2004

    • Author(s)
      ガルダ ハラルド
    • Journal Title

      IEICE Trans.on Information and Systems E87-D・9

      Pages: 2195-2203

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Simulation-Based Optimization Model and Metaheuristic Solution of Multiple Crane Scheduling Problems2004

    • Author(s)
      玉置 久
    • Journal Title

      Proc.of the Int.Conf.on Systems, Man and Cybernetics 2004

      Pages: 1469-1474

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Composition and Acquisition of Rules for Flexible Shop Scheduling Problems2004

    • Author(s)
      Kazutoshi Sakakibara, Hisashi Tamaki, Shinzo Kitamura, Hajime Murao
    • Journal Title

      Proc.of the Int.Symp.on Scheduling 2004

      Pages: 174-179

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Optimization Model and Simulation-Based Solution for a Class of Crane Scheduling Problems2004

    • Author(s)
      Hisashi Tamaki, Kazutoshi Sakakibara, Hajime Murao, Shinzo Kitamura
    • Journal Title

      Proc.of the 2004 IEEE Conf.on Control Applications

      Pages: 902-905

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Dermoscopic Image Segmentation by a Self-Organizing Map and Fuzzy Genetic Clustering2004

    • Author(s)
      Harald Galda, Hajime Murao, Hisashi Tamaki, Shinzo Kitamura
    • Journal Title

      IEICE Trans.on Information and Systems Vol.E87-D, No. 9

      Pages: 2195-2203

    • NAID

      110003214113

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Simulation-Based Optimization Model and Metaheuristic Solution of Multiple Crane Scheduling Problems2004

    • Author(s)
      Hisashi Tamaki, Hajime Murao, Shinzo Kitamura
    • Journal Title

      Proc.of the Int.Conf.on Systems, Man And Cybernetics 2004

      Pages: 1469-1474

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] フレキシブルショップ問題への遺伝的機械学習アプローチ-リアルタイム・スケジューリングのためのルール獲得法-2004

    • Author(s)
      榊原 一紀
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用 45・SIG2

      Pages: 91-98

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Dermoscopic Image Segmentation by a Self-Organizing Map and Fuzzy Genetic Clustering2004

    • Author(s)
      画留田ハラルド
    • Journal Title

      IEICE Transactions on Information and Systems E87-D・9

      Pages: 2195-2203

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Simulation-Based Optimization Model and Metaheuristic Solution of Multiple Crane Scheduling Problems2004

    • Author(s)
      玉置 久
    • Journal Title

      Proc.of the IEEE Int.Conf.on Systems, Man and Cybernetics 2004

      Pages: 1469-1474

    • Related Report
      2004 Annual Research Report
  • [Journal Article] リアルタイムスケジューリングに対する遺伝的機械学習アプローチ2003

    • Author(s)
      榊原 一紀
    • Journal Title

      電気学会論文誌(電子・惰報・システム部門誌) 123・4

      Pages: 823-831

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Simulation-Based Study on Resources Circulation Systems2003

    • Author(s)
      松本 卓也
    • Journal Title

      Proc.of the 2003 IEEE Int.Symp.on Computational Intelligence in Robotics and Automation

      Pages: 1387-1392

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Rule Acquisition for Production Scheduling - A Genetics-Based Machine Learning Approach to Flexible Shop Scheduling2003

    • Author(s)
      玉置 久
    • Journal Title

      Proc.of the SICE Annual Conference 2003

      Pages: 252-257

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Heuristic-Based Hybrid Solution for Parallel Machine Scheduling Problems with Earliness and Tardiness Penalties2003

    • Author(s)
      玉置 久
    • Journal Title

      Proc.of the 9th IEEE Int.Conf.on Emerging Technologies and Factory Automation

      Pages: 239-244

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 性淘汰遺伝的アルゴリズムの並列化2003

    • Author(s)
      大森 清博
    • Journal Title

      電気学会論文誌(電子・情報・システム部門誌) 123・11

      Pages: 2020-2027

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Coevolutionary Approach to Adapt the Genotype-Phenotype Map in Genetic Algorithms2003

    • Author(s)
      村尾 元
    • Journal Title

      Journal of Artificial Life and Robotics 6

      Pages: 221-227

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Simulation-Based Study on Resources Circulation Systems2003

    • Author(s)
      Takuya Matsumoto, Hisashi Tamaki, Hajime Murao, Shinzo Kitamura
    • Journal Title

      Proc.of the 2003 IEEE Int.Symp.on Computational Intelligence in Robotics And Automation

      Pages: 1387-1392

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Rule Acquisition for Production Scheduling -A Genetics-Based Machine Learning Approach to Flexible Shop Scheduling2003

    • Author(s)
      Hisashi Tamaki, Kazutoshi Sakakibara, Hajime Murao, Shinzo Kitamura
    • Journal Title

      Proc.of the SICE Annual Conference 2003

      Pages: 252-257

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Heuristic-Based Hybrid Solution for Parallel Machine Scheduling Problems with Earliness and Tardiness Penalties2003

    • Author(s)
      Hisashi Tamaki, Hajime Murao, Shinzo Kitamura
    • Journal Title

      Proc.of the 9th IEEE Int.Conf.on Emerging Technologies and Factory Automation

      Pages: 239-244

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Coevolutionary Approach to Adapt the Genotype-Phenotype Map in Genetic Algorithms2003

    • Author(s)
      Hajime Murao, Hisashi Tamaki, Shinzo Kitamura
    • Journal Title

      Journal of Artificial Life and Robotics Vol. 6

      Pages: 221-227

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Publications] 玉置 久: "Rule Acquisition for Production Scheduling - A Genetics-Based Machine Learning Approach"Proc.of the SICE Annual Conference 2003. 252-257 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 玉置 久: "A Heuristic-Based Hybrid Solution for Parallel Machine Scheduling Problems with Earliness and Tardiness Penalties"Proc.of the 9th IEEE Int.Conf. on Emerging Technologies and Factory Automation. 239-244 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 榊原 一紀: "リアルタイムスケジューリングに対する遺伝的機械学習アプローチ"電気学会論文誌(電子・情報・システム部門誌). 123・4. 823-831 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 大森 清博: "性淘汰遺伝的アルゴリズムの並列化"電気学会論文誌(電子・情報・システム部門誌). 123・11. 2020-2027 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 村尾 元: "A Coevolutionary Approach to Adapt the Genotype-Phenotype Map in Genetic Algorithms"Journal of Artificial Life and Robotics. 6. 221-227 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 松本 卓也: "Simulation-Based Study on Resources Circulation Systems - An Autonomous Decentralized Model and Agent-Based Simulation -"Proc.of the 2003 IEEE Int.Symp. on Computational Intelligence in Robotics and Automation. 1387-1392 (2003)

    • Related Report
      2003 Annual Research Report

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Published: 2003-04-01   Modified: 2016-04-21  

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