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Research on Control System based on Petri Network Brain Model

Research Project

Project/Area Number 06452256
Research Category

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

Allocation TypeSingle-year Grants
Research Field 計測・制御工学
Research InstitutionKYUSHU UNIVERSITY

Principal Investigator

HIRASAWA Kotaro  Kyushu University, Faculty of Engineering, Professor, 工学部, 教授 (70253474)

Co-Investigator(Kenkyū-buntansha) OHBAYASHI Masanao  Kyushu University, Faculty of Engineering, Assistant, 工学部, 助手 (60213849)
MURATA Junichi  Kyushu University, Faculty of Engineering, Assistant Professor, 工学部, 助教授 (60190914)
Project Period (FY) 1994 – 1995
Project Status Completed (Fiscal Year 1995)
Budget Amount *help
¥6,700,000 (Direct Cost: ¥6,700,000)
Fiscal Year 1995: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 1994: ¥6,000,000 (Direct Cost: ¥6,000,000)
KeywordsPetri Network / Brain Science / Control System / Learning / Self Organization / Neural Network / R.B.F. / Fuzzy / ベトリネットワーク / フアジー / ネットワーク / ペトリネット / 大規模複雑システム / 機能局在 / ニューラルネット / 脳
Research Abstract

Functions of the large-scale complicated control systems are similer to the functions of the brain in the points of recognizing and controlling environments.
The purpose of this research is to establish the control methodology which has the ability of human's judgment using the knowledge of recently developed brain science.
Functions of the brain are distributed. First, the fundamental model for controlling large-scale complicated systems is studied considering the functions distribution of the brain and introducing the ability of learning.
The model is named LPN (Learning Petri Network) because it is based on Petri Network and the learning ability is attached to it.
It is the most important feature that the specific learning algorithms with teacher and self-orgnizing scheme are introduced in LPN in order to realize the functions distribution.
Next, simulations are carried out to investigate the peformance of LPN for the problem of pattern recognition of nonlinear discontinuous functions, system identification and control of nonlinear dynamics systems.
From simulations, it has been shown that LPN has the ability of selecting appropriate routes in the network depending on the value of inputs, in other words, the ability of the functionsdistribution. It has been also shown that LPN is superior in performance to Neural Network in the point of forming nonlinear discontinuous functions and identifying and controlling nonlinear dynamic systems.
Therefore, a new control methodology based on the functions distribution and the learning ability of human brain has been established.
This new control methodology can be applied to not only conventioned process control systems but also large-scale complicated control systems which require sophisticated and advanced control functions.

Report

(3 results)
  • 1995 Annual Research Report   Final Research Report Summary
  • 1994 Annual Research Report
  • Research Products

    (42 results)

All Other

All Publications (42 results)

  • [Publications] 平澤 宏太郎: "脳の機能局在をペトリネットでモデル化する方式の提案" 電気学会論文誌C分冊. 115-C. 719-727 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Learnig Petri Network with Route Control" Proc. of the IEEE International Conference on System, Man and Cybernetics. 3. 2706-2711 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 平澤 宏太郎: "ペトリネットに準拠した機能局在型学習ネットワーク" 計測自動制御学会論文集. 32. (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 平澤 宏太郎: "一般化学習ネットワークの高次微分の計算理論" 電気学会論文誌C分冊. 115-C. 1499-1506 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 平澤 宏太郎: "フォワードプロパゲーション一般化学習ネットワーク理論" 電気学会論文誌C分冊. 116-C. (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 平澤 宏太郎: "一般化学習ネットワークの安定性理論" 電気学会論文誌C分冊. 116-C. (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Universal Learning Network and Computation of its Higher Order Derivatives" Proc. of the IEEE International Conference on Neural Networks. 3. 1273-1277 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Stability Theory of Universal Learning Network" Memories of the Faculty of Engineering Kyushu University. 55. 453-466 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Forward Propagation Universal Learning Network" Memories of the Faculty of Engineering Kyushi University. 55. 225-234 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Masaru Koga: "Chaos Control using Second Order Derivatives of Universal Learning Network" Proc. of the IEEE International Conference on Neural Networks. 3. 1287-1292 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Universal Learning Network-based Fuzy Control" Proc. of the 10th Korea Automatic Control Conference. 79-82 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Masanao Obayashi: "Robust Control by Universal Learning Network" Proc. of the 10th Korea Automatic Control Conference. 123-126 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Modelling of Functions Distribution in the Brain by Petri Network" The transactions of the Institute of Electrical Engineers of Japan. Vol.115-C. 719-727 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Learning Petri Network with Route Control" Proc.of the IEEE International Conference on System, Man and Cybernetics. Vol.3. 2706-2711 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Functions Distribution Learning Network based on Petri Network" The Transactions of the Society of Instrument and Control Engineers. Vol.32. (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Caluculation of Higher Order Derivatives of Universal Learning Network" The transactions of the Institute of Electrical Engineers of Japan. Vol.115-C. 1459-1506 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Universal Learning Network and Computation of its Higher Order Derivatives" Proc.of the IEEE International Conference on Neural Networks. Vol.3. 1273-1277 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Forward Propagation Universal Learning Network" The transactions of the Institute of Electrical Engineers of Japan. Vol.116-C. (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Forward Propagation Universal Learning Network" Memories of the Faculty of Engineering kyushu University. Vol.55. 225-234 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Stability theory of Universal Learning Network" The transactions of the Institute of Electrical Engineers of Japan. Vol.116-C. (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Stability theory of Universal Learning Network" Memories of the Faculty of Engineering Kyushu University. Vol.55. 453-466 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Masaru Koga: "Chaos Control using Second Order Derivatives of Universal Learning Network" Proc.of the IEEE International Conference on Neural Networks. Vol.3. 1287-1292 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Kotaro Hirasawa: "Universal Learning Network-based Fuzzy Control" Proc.of the 10th Korea Automatic Control Conference. 79-82 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Masanao Ohbayashi: "Robust Control by Universal Learning Network" Proc.of the 10th Korea Automatic Control Conference. 123-126 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 平澤宏太郎: "脳の機能局在をペトリネットでモデル化する方式の提案" 電気学会論文誌C分冊. 115-C. 719-727 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Kotaro Hirasawa: "Learning Petri Network with Route Control" Proc. of the IEEE International Conference of Syustem, Man and Cybernetics. 3. 2706-2711 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 平澤,宏太郎: "ペトリネットに準拠した機能局在型学習ネットワーク" 計測自動制御学会論文集. 32. (1996)

    • Related Report
      1995 Annual Research Report
  • [Publications] 平澤,宏太郎: "一般化学習ネットワークの高次微分の計算理論" 電気学会論文誌 C分冊. 115-C. 1499-1506 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 平澤,宏太郎: "フオワードプロバゲーション一般化学習ネットワーク理論" 電気学会論文誌C分冊. 116-C. (1996)

    • Related Report
      1995 Annual Research Report
  • [Publications] 平澤,宏太郎: "一般化学習ネットワークの安定性理論" 電気学会論文誌C分冊. 116-C. (1996)

    • Related Report
      1995 Annual Research Report
  • [Publications] Kotaro Hirasawa: "Universal Learning Network and Computation of its Higher Order Derivatives" Proc. of the IEEE International Conference on Neural Networks. 3. 1273-1277 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Kotaro Hirasawa: "Stability Theory of Universal Learning Network" Memories of the Faculty of Engineering Kyushu University. 55. 453-466 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Kotaro Hirasawa: "Forward Propagation Universal Learning Network" Memories of the Faculty of Engineering Kyushu University. 55. 225-234 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Masaru Koga: "Chaos Control using Second Order Derivatives of Universal Learning Network" Proc. of the IEEE International Conference on Neural Networks. 3. 1287-1292 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Kotaro Hirasawa: "Universal Learning Network-based Fuzy Control" Proc. of the 10th Korea Automatic Control Conference. 79-82 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Masanao Obayashi: "Robust Control by Universal Learning Network" Proc. of the 10th Korea Automatic Control Conference. 123-126 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 平澤、他: "脳の機能局在をペトリネットでモデル化する方式の提案" 電気学会論文誌. 115-C-5. (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] M.Hashiminejad,他: "System Identification Using N.N.with Parametric Sigmoid Function" 計測自動制御学会論文集. 31-3. (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] 村田、他: "冗長性判定に基づく階層型ニューラルネットワークの構造決定法" 計測自動制御学会論文集. 31-2. (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] 金、他: "ニューラルネットワーク誤差補償器を用いた非線形連続系の同定" 電気学会論文誌. 114-C-5. 595-602 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 平澤、他: "脳をペトリネットワークでモデル化した基本制御技術の開発" 九州大学工学集報. 67-4. 265-271 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 平澤、他: "一般化学習ネットワークを用いた非線形制御方式の提案" 九州大学工学集報. 67-5. 553-560 (1994)

    • Related Report
      1994 Annual Research Report

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Published: 1994-04-01   Modified: 2016-04-21  

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