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Development of a parallel stochastic method with learning for large-scale optimization based on biological evolution

Research Project

Project/Area Number 07650456
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., Faculty of Eng., Professor, 工学部, 教授 (60111415)

Co-Investigator(Kenkyū-buntansha) KOAKUTSU Seiichi  Chiba Univ., Faculty of Eng., Research Associate, 工学部, 助手 (70241940)
Project Period (FY) 1995 – 1996
Project Status Completed (Fiscal Year 1996)
Budget Amount *help
¥2,300,000 (Direct Cost: ¥2,300,000)
Fiscal Year 1996: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1995: ¥1,800,000 (Direct Cost: ¥1,800,000)
Keywordsoptimization method / combinatorical optimization / genetic / immune / lavout / VLSI / optimization / 最適化
Research Abstract

The project has studied the development of a new parallel stochastic method based on biological mechanism and applied to VLSI layout.
Practically speaking, we combined a genetic algorithm (GA) with immune mechanism. This combination makes it possible to search a global minimum in the cost landscape with high accuracy.
The proposed method has made massive parallel computation using a parallel computer.
We applied it to floorplan problems of VLSI layout. The simulation experiments verified the effectiveness and the usefulness of the proposed method.

Report

(3 results)
  • 1996 Annual Research Report   Final Research Report Summary
  • 1995 Annual Research Report
  • Research Products

    (17 results)

All Other

All Publications (17 results)

  • [Publications] Isao Tazawa: "An Immunity based Genetic Algorithm and its Application to the VLSI Floorplan Design Problem" Proceedings of IEEE International Conference on Evolutionary Computation. 417-421 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] 田澤 功: "免疫的最適化手法" 電気学会論文誌C分冊. (発表予定). (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] 田澤 功: "免疫機構を取り入れた遺伝的アルゴリズムのVLSIフロアプラン設計への応用" 計測自動制御学会論文集. 31. 615-621 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] Isao Tazawa: "An Optimization Method based on the Immune System" Porceedings of World Congres on Neural Networks. 1045-1049 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] 小圷 成一: "離散型トンネリングアルゴリズムによるVLSI階層的配置手法" 計測自動制御学会論文集. 31. 1865-1869 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] I.Tazawa, S.Koakutsu and H.Hirata: "An Immunity based Genetic Algorithm and its Application to the VLSI Floorplan Design Problem" Proceedings of IEEE Int.Conf.on Evolutionary Computaion. 417-421 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] I.Tazawa, S.Koakutsu and H.Hirata: "A Immune optimization method" Trans.IEEJ. (to appear). (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] I.Tazawa, S.Koakutsu and H.Hirata: "A Gnetic algorithm with immune mechanism : application to the floorplan of VLSI" Trans.SICE Japan. Vol.31. 615-621 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] I.Tazawa, S.Koakutsu and H.Hirata: "An Optimization Method based on the Immune System" Proceedings of World Congress on Neural Networks. 1045-1049 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] "A Hierarchical arrangement method using a discrete tunneling algorithm" Trans.SICE Japan. Vol.31. 1865-1869 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] Isao Tazawa: "An Immunity based Genetic Algorithm and its Application to the VLSI Floorplan Design Problem" Proceedings of IEEE International Conference on Evolutionary Computation. 417-421 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] Isao Tazawa: "An Optimization Method based on the Immune System" Proceedings of World Congress on Neural Networks. 1045-1049 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 田澤功: "免疫的最適化手法" 電気学会論文誌C分冊. (発表予定). (1997)

    • Related Report
      1996 Annual Research Report
  • [Publications] 田澤功: "免疫機構を取り入れた遺伝的アルゴリズムのVLSIフロアプラン設計への応用" 計測自動制御学会論文集. 31. 615-621 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 小圷成一: "離散型トンネリングアルゴリズムによるVLSI階層的配置手法" 計測自動制御学会論文集. 31. 1865-1869 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 銭飛: "動的な未知環境における学習オートマトンネットワーク" 電気学会論文誌C分冊. 115. 953-960 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Isao Tazawa: "An Immunity based Genetic Algorithm and Its Application to the VLSI Floorplan Design Problem" Proc. of IEEE Int. Conf. on Evolutionary Computing. (発表-予定). (1996)

    • Related Report
      1995 Annual Research Report

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Published: 1995-04-01   Modified: 2016-04-21  

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