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A Study on Acquisition of Control Strategy and Tactics Using Fuzzy Neural Networks

Research Project

Project/Area Number 05805036
Research Category

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

Allocation TypeSingle-year Grants
Research Field 計測・制御工学
Research InstitutionNagoya University

Principal Investigator

FURUHASHI Takeshi  Nagoya University Faculty of Eng., Dept.of Information Electronics, Associate Prof., 工学部, 助教授 (60209187)

Co-Investigator(Kenkyū-buntansha) GOHARA Kazutoshi  Hokkaido University, Faculty of Eng., Dept.of Applied Phisics, Associate Prof., 工学部, 助教授 (40153746)
UCHIKAWA Yoshiki  Faculty of Eng., Dept.of Information Electronics, Prof., 工学部, 教授 (20023260)
Project Period (FY) 1993 – 1994
Project Status Completed (Fiscal Year 1994)
Budget Amount *help
¥1,800,000 (Direct Cost: ¥1,800,000)
Fiscal Year 1994: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 1993: ¥1,200,000 (Direct Cost: ¥1,200,000)
KeywordsKnowledge Acquisition / Collision Avoidance / Fuzzy Control / Fuzzy Neural Network
Research Abstract

This research was done to establish the technology for automatic acquisition of human experts' control knowledge using fuzzy neural networks. The investigators acquired strategic and tactical control rules which manipulated steering angle and speed of a moving object for avoiding multiple moving obstacles.
In 1993, we showed how to acquire the strategic and tactical control rules directly form the operators' manipulating data using the fuzzy neural networks. The automatically obtained fuzzy rules coincided well with those empirically obtained avoiding rules which steered the moving object to the rear of the moving obstacles.
In 1994, for multi-input systems, we proposed the fuzzy inference network(FIN)which suppressed the explosion of number of fuzzy rules, made the computation time for the fuzzy modeling short, made the fuzzy modeling with insufficient data possible, made the obtained rules comprehensible. The FIN was applied to the collision avoidance problem with multiple moving obstacles. Simulation results and experimental results showed the feasibility of the proposed network.

Report

(3 results)
  • 1994 Annual Research Report   Final Research Report Summary
  • 1993 Annual Research Report
  • Research Products

    (37 results)

All Other

All Publications (37 results)

  • [Publications] 中山 正一: "ファジィニューラルネットワークによる回避戦略・戦術知識の獲得" 日本ファジィ学会誌. 5. 875-881 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 古橋 武: "多入力システムのためのファジィ推論ネットワーク構築法の一提案" 日本ファジィ学会誌. 6. 1234-1239 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga: "An Acquisition of Operator′s Rules for Collision Avoidance Using Fuzzy Neural Networks" IEEE Transactions on Fuzzy Systems. (to appear). (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga: "Knowledge Acquisition for Collision Avoidance Using Fuzzy Neural Networks" Proceedings of 1993 International Joint Conference on Neural Networks(IJCNN′93). 673-676 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga: "A Fast Knowledge Acquisition for Very Large Scale Systems Using Fuzzy Inference Network" Proceedings of the 3rd International Conference on Fuzzy Logic,Neural Nets and Soft Computing(IIZUKA′94). 557-558 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 平賀 一郎: "ファジィニューラルネットワークを用いた回避・操舵知識の獲得に関する研究" 第9回ファジィシステムシンポジウム講演論文集. 853-856 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 平賀 一郎: "ファジィニューラルネットワークによる回避戦略知識の獲得" 第4回ロボティクス・自動化システム/第3回ニューラルネットワーク合同シンポジウム講演論文集. 43-48 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 平賀 一郎: "ファジィ推論ネットワークによる大規模複雑系における制御知識獲得" 日本ファジィ学会学生部会研究発表会講演論文集. 25-26 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 平賀 一郎: "ファジィ推論ネットワークによる大規模システムの制御知識獲得" 第10回ファジィシステムシンポジウム講演論文集. 351-354 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 平賀 一郎: "ファジィ推論ネットワークによる大規模システムの制御" ロボティクス・メカトロニクス講演論文集′94(ROBOMEC′94). 155-160 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 平賀 一郎: "ファジィ推論ネットワークの構築法とその大規模システムの知識獲得への応用" 平成6年電気学会電子・情報・システム部門全国大会講演論文集. 1-4 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 平賀 一郎: "ファジィ推論ネットワークによる大規模衝突回避知識獲得" SICE′94 第33回計測自動制御学会学術講演論文集. 631-632 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] S.Nakayama, T.Furuhashi, I.Hiraga and Y.Uchikawa: ""Knowledge Acquisition of Control Strategy and Tactics for Collision Avoidance Using Fuzzy Neural Networks"'" Journal of Japan Society for Fuzzy Theory and Systems. Vol.5. 875-881 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] T.Furuhashi, I.Hiraga, S.Nakayama and Y.Uchikawa: ""A Proposal of Constructing Method of Fuzzy Inference Networks for Multi-Input Systems"" Journal of Japan Society for Fuzzy Theory and Systems. Vol.6. 1234-1239 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga, T.Furuhashi, Y.Uchikawa and S.Nakayama: ""An Acquisition of Operator's Rules for Collision Avoidance Using Fuzzy Neural Networks"" IEEE Transactions on Fuzzy Systems. (to appear). (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga, T.Furuhashi, Y.Uchikawa and S.Nakayama: ""Knowledge Acquisition for Collision Avoidance Using Fuzzy Neural Networks"" Proceedings of 1993 International Joint Conference on Neural Networks(IJCNN'93). 673-676 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga, T.Furuhashi, and Y.Uchikawa: ""A Fast Knowledge Acquisition for Very Large Scale Systems Using Fuzzy inference Network"" Proceedings of the 3rd International Conference on Fuzzy Logic, Neural Nets and Soft Computing (IIZUKA'94). 557-558 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga, S.Nakayama, T.Furuhashi and Y.Uchikawa: ""Knowledge Acquisition of Steering for Collision Avoidance Using Fuzzy Neural Networks"" 9th Fuzzy System Symposium. 853-856 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga, S.Nakayama, T.Furuhashi and Y.Uchikawa: ""Knowledge Acquisition of Strategy for Collision Avoidance Using Fuzzy Neural Networks"" SICE Workshop on Neural Networks. 43-48 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga, T.Furuhashi and Y.Uchikawa: ""A Control Knowledge Acquisition for Large Scale Complex Systems Using Fuzzy Inference Network"" SOFT Workshop (AAC-IV). 25-26 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga, T.Furuhashi and Y.Uchikawa: ""An Acquisition of Control Knowledge for Large Scale Systems Using Fuzzy Inference Networks"" 10th Fuzzy System Symposium. 351-354 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga, T.Furuhashi and Y.Uchikawa: ""On Control of Large Scale Systems Using Fuzzy Inference Networks"" ROBOMEC'94. 155-160 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga, T.Furuhashi and Y.Uchikawa: ""A Construction Method for Fuzzy Inference Network and its Application to Knowledge Acquisition of Large Scale Ststems"" Proceedings of the Electronics, Information and Systems Conference(EISC'94). 1-4 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] I.Hiraga, T.Furuhashi and Y.Uchikawa: ""Knowledge Acquisition on Large Scale Collision Avoidance Using Fuzzy Inference Networks"" SICE'94. 631-632 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 平賀一郎: "ファジィニューラルネットワークによる回避戦略知識の獲得" 第4回ロボティクス・自動化/システム第3回ニューラルネットワーク合同シンポジウム講演論文集. 43-48 (1993)

    • Related Report
      1994 Annual Research Report
  • [Publications] 平賀一郎: "ファジィ推論ネットワークによる大規模複雑系における制御知識獲得" 日本ファジィ学会学生部会研究発表会講演論文集. 25-26 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 平賀一郎: "ファジィ推論ネットワークによる大規模システムの制御知識獲得" 第10回ファジィシステムシンポジウム講演論文集. 351-354 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 平賀一郎: "ファジィ推論ネットワークによる大規模システムの制御" ロボティクス・メカトロニクス講演論文集`94 (ROBOMEC`94). 155-160 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 平賀一郎: "ファジィ推論ネットワークの構築法とその大規模システムの知識獲得への応用" 平成6年電気学会電子・情報・システム部門全国大会講演論文集. 1-4 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 平賀一郎: "ファジィ推論ネットワークによる大規模衝突回避知識獲得" SICE`94 第33回計測自動制御学会学術講演論文集. 631-632 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 中山 正一: "ファジィニューラルネットワークによる回避戦略・戦術知識の獲得" 日本ファジィ学会誌. 5. 875-881 (1993)

    • Related Report
      1994 Annual Research Report
  • [Publications] 古橋 武: "多入力システムのためのファジィ推論ネットワーク構築法の一提案" 日本ファジィ学会誌. 6. 1234-1239 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] I.Hiraga: "An Acquisition of Operator`s Rules for Collision Avoidance Using Fuzzy Neural Networks" IEEE Transactions on Fuzzy Systems. (to appear). (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] I.Hiraga: "Knowledge Acquisition for Collision Avoidance Using Fuzzy Neural Networks" Proceedings of 1993 International Joint Conference on Neural Networks(IJCNN`93). 673-676 (1993)

    • Related Report
      1994 Annual Research Report
  • [Publications] I.Hiraga: "A Fast Knowledge Acquisition for Very Large Scale Systems Using Fuzzy Inference Network" Proceedings of the 3rd International Conference on Fuzzy Logic,Neural Nets and Soft Computing(IIZUKA`94). 557-558 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 平賀一郎: "ファジィニューラルネットワークを用いた回避・操舵知識の獲得に関する研究" 第9回ファジィシステムシンポジウム講演論文集. 853-856 (1993)

    • Related Report
      1994 Annual Research Report
  • [Publications] 中山正一: "ファジィニューラルネットワークによる回避戦略・戦術知識の獲得" 日本ファジィ学会誌. 5. 875-881 (1993)

    • Related Report
      1993 Annual Research Report

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Published: 1993-04-01   Modified: 2016-04-21  

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