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1999 Fiscal Year Final Research Report Summary

Towards a Theory for Emergent Approach of Engineering Design

Research Project

Project/Area Number 10650430
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

KITAMURA Shinzo  Kobe University, Faculty of Engineering, Professor, 工学部, 教授 (80029131)

Co-Investigator(Kenkyū-buntansha) MURAO Hajime  Kobe University, Faculty of Engineering, Research Assistant, 工学部, 助手 (70273761)
TAMAKI Hisashi  Kobe University, Faculty of Engineering, Associate Professor, 工学部, 助教授 (10227267)
Project Period (FY) 1998 – 1999
KeywordsEmergence / Learning / Design / Evolutionary Computing / Multi-agents / Scheduling
Research Abstract

In conventional design process of artificial systems(artifacts), a total system is generated by connecting various parts(subsystems) in order to satisfy a given specification. However, such a process depends much on the skill of human designers. This research focussed, through the concept of emergence, on the studies for the analysis of such humans' capability in the design process. The main results are following :
1.Formalization of emergent design theories
A new design theory was mathematically formulated as a repetitive process based on the emergence concept. Also human's creativity was considered in the relevant problem.
2.Approach to the design problem including ambiguities by using evolutionary computings
The evolutionary computing methods were applied for the design problems under the ambiguities on the information of environment and specification.
3.Adaptive construction of internal state space for reinforced-learning agents
For the agents behaving in unknown environment, a method to construct the internal state space by the reinforcement learning was developed.
4.Design of multi-agent system
A design method for autonomous multi-agent systems was developed and it was applied for various scheduling problems.

  • Research Products

    (14 results)

All Other

All Publications (14 results)

  • [Publications] 北村新三: "逆問題としての設計論と創発的計算法の適用"計測自動制御学会論文集. 36. 90-97 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 玉置 久: "システム設計への創発的アプローチ"計測と制御. 38. 624-629 (1999)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] H. Tamaki: "A Simulation Engine to Support Production Scheduling Using Genetics-Based Machine Learning"Proc. of IFIP Int. Conf. on Advances in Production Management Systems. 482-489 (1999)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 玉置 久: "スケジューリング・ルール選択における状態フィードバックの試み"計測自動制御学会論文集. 35. 428-434 (1999)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] K. Tanooka: "A Continuous Age Model of Genetic Algorithms Applicable to Optimization Problems with Uncertainties"Proc. of 1999 IEEE Int. Conf. on Systems, Man and Cybernetics. I. 637-642 (1999)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Hajime Murano: "Q-Learning with Adaptive State Space Construction"Learning Robots, Lecture Notes in Artificial Intelligence. 1545. 13-28 (1999)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 三宮信夫: "遺伝アルゴリズムと最適化"朝倉書店. 185 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] S.Kitamura, Y.Kakuda, H.Murao, J.Gotoh and M.Koyabu: "A Design Method as a Inverse Problems and Application of Emergent Computation"Trans. Society of Instrument and Control Engineers. Vol.36. 90-97 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] H.Tamaki, I.Ono and S.Kitamura: "An Emergent Approach to System Designs"Journal of the Society of Instrument and Control Engineers. Vol.38. 624-629 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] H.Tamaki, V.V.Kryssanov and S.Kitamura: "A Simulation Engine to Support Production Scheduling Using Genetics-Based Machine Learning"Proc. of IFIP Int. Conf. on Advances in Production Management Systems. 482-489 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] H.Tamaki, M.Ochi and M.Araki: "Introduction of a State Feedback Structure for Adjusting Priority Rules"Trans. Society of Instrument and Control Engineers. Vol.35. 428-434 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] K.Tanooka, H.Tamaki, S.Abe and S.Kitamura: "A Continuous Age Model of Genetic Algorithms Applicable to Optimization Problems with Uncertainties"Proc. of 1999 IEEE Int. Conf. on Systems, Man and Cybernetics. I. 637-642 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] H.Murao and S.Kitamura: "Q-Learning with Adaptive State Space Construction"Learning Robots, Lecture Notes in Artificial Intelligence. 1545. 13-28 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] N.Sannomiya, H.Kita, H.Tamaki and T.Iwamotto: "Genetic Algorithms and Optimizations"Asakura Shoten. 185 (1998)

    • Description
      「研究成果報告書概要(欧文)」より

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Published: 2001-10-23  

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