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Development of a parallel method with learning for large-scale optimization, based on intelligent agents

Research Project

Project/Area Number 09650438
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

HIRATA Hironori  Chiba Univ., Graduate School of Science and Technology, Professor, 大学院・自然科学研究科, 教授 (60111415)

Co-Investigator(Kenkyū-buntansha) KOAKUTSU Seiichi  Chiba Univ., Graduate School of Science and Technology, Associate Professor, 大学院・自然科学研究科, 助教授 (70241940)
Project Period (FY) 1997 – 1998
Project Status Completed (Fiscal Year 1998)
Budget Amount *help
¥3,400,000 (Direct Cost: ¥3,400,000)
Fiscal Year 1998: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 1997: ¥2,600,000 (Direct Cost: ¥2,600,000)
Keywordsoptimization method / learning cellular automaton / layout / learning automaton / combinatorial optimization / network / optimization / evolution / 組合せ最適化 / 遺伝
Research Abstract

The project has studied the development of a new parallel optimization method based on intelligent agents and applied it to combinatorial optimization problems.
Practically speaking, we use learning cellular automata as intelligent agents. Learning cellular automata makes it possible to search a global minimum in the cost landscape with high accuracy.
The proposed method has the ability of massive parallel computation using a parallel computer.
We applied it to combinatorial optimization problems and verified the effectiveness and the usefulness of the proposed method.

Report

(3 results)
  • 1998 Annual Research Report   Final Research Report Summary
  • 1997 Annual Research Report
  • Research Products

    (18 results)

All Other

All Publications (18 results)

  • [Publications] Fei Qian: "Learning Cellular Automata and Emergent Computation for Combinatorial Optimization Problems" 発表予定 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 田沢 功: "免疫的最適化手法-VLSIフロアプラン設計への応用-" 電気学会論文誌C. 117-C・7. 821-828 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 外山達斎: "通信機能を導入した集団学習オートマトンによる制御学習" 電気学会論文誌C. 118-C・5. 781-786 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 銭 飛: "分散型強化学習システム-学習オートマトンのチームモデル-" 電気学会論文誌C. 118-C・5. 787-793 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 小圷成一: "状態空間の階層構造を考慮した遺伝的アルゴリズムによるVLSI配置手法" 電気学会論文誌C. 118-C・6. 808-813 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 宇野達也: "階層的問題分割によるニューラルネットワーク学習法" 電気学会論文誌C. 118-C・3. 326-332 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] F.Qian and H.Hirata: "Learning Cellular Automata and Emergent Computation for Combinatorial Optimization Problems" to appear. (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] I.Tazawa, S.Koakutsu and H.Hirata: "An Evolutionary Optimization based on the Immune System and its Application" Trans.IEEJ. Vol.117-C. 821-828 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] T.Toyama, S.Koakutsu, F.Qian and H.Hirata.: "Learning of Controlling Behavior Using Learning Automaton Networks with Communications" Trans.IEEJ. Vol.118-C. 781-786 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] F.Qian and H.Hirata: "Learning Automata Modeling of Distributed Reinforcement Learning Systems with Collective Behavior" Trans.IEEJ. Vol.118-C. 787-793 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] S.Koakutsu and H.Hirata: "A VLSI Placement Method Using Genetic Algorithm Considering Hierarchical Structure of Solution Space" Trans.IEEJ. Vol.118-C. 808-813 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Fei Qian: "Learning Cellular Automata and Emergent Computation for Combinatorial Opti-mization Problems" 発表予定 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 銭 飛: "分散型強化学習システム:学習オートマトンチームモデル" 電機学会論文誌C分冊. 118-C・5. 787-793 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 小圷成一: "状態空間の階層構造を考慮した遺伝的アルゴリズムによるVLSI配置手法" 電機学会論文誌C分冊. 118-C・6. 808-813 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 銭 飛: "可変構造学習オートマトンネットワーク" 電気学会論文誌C分冊. 118-C・3. 333-338 (1998)

    • Related Report
      1997 Annual Research Report
  • [Publications] 銭 飛: "分散型強化学習システム:学習オートマトンチームモデル" 電気学会論文誌C分冊. 発表予定. (1998)

    • Related Report
      1997 Annual Research Report
  • [Publications] 宇野達也: "階層的問題分割によるニューラルネットワーク学習法" 電気学会論文誌C分冊. 118-C・8. 326-332 (1998)

    • Related Report
      1997 Annual Research Report
  • [Publications] 小圷成一: "状態空間の階層構造を考慮した遺伝的アルゴリズムによるVLSI配置手法" 電気学会論文C分冊. 発表予定. (1998)

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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