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A Fundamental Research of Artificial Neural Network with the Ability of Intensive Information Processing

Research Project

Project/Area Number 03650302
Research Category

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

Allocation TypeSingle-year Grants
Research Field 情報工学
Research InstitutionTeikyo University

Principal Investigator

TAGUCHI Hideo  Teikyo Univ., sch. of Sci. & Engin, Assoc.Prof., 理工学部, 助教授 (40029278)

Project Period (FY) 1991 – 1992
Project Status Completed (Fiscal Year 1992)
Budget Amount *help
¥1,800,000 (Direct Cost: ¥1,800,000)
Fiscal Year 1992: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 1991: ¥1,200,000 (Direct Cost: ¥1,200,000)
KeywordsIntensive Information Processing / Artificial Neuron / Pulse Transmission / Analog-MOS Circuit / Learning Circuit / Neuro-Board / Neural Network / Information Mapping / 人工ニュ-ロン / ニュ-ロシミュレ-タ / ニュ-ラルネットワ-ク
Research Abstract

The theme of this project was to proceed a fundamental research of artificial neurons' assembly that might equal a brain in high intensive information processing. This research was discussed in both sides of hardware and software. Research results are summarized as follows.
1. In this research, it was kept in mind that intelligent activities of a living body would depend on the intensive information processing (i.e.,fusion/integration of sensory informations) in a brain. Besides, the advanced information processing by artificial neural networks were discussed. Hence, it was especially suggested that the dynamics of artificial neural network itself should be considered to perform the control information processing in a real time.
2. The target artificial neural network might be built up by the assembly of artificial neurons with each plastic activity function(output function). Thereupon, by using CAD system, a PFM (i.e., Pulse Frequency Modulation) type artificial neuron was consisted of an analogous MOS circuit. And, a neuro-board was experimentally produced in a discrete circuit. Also, a response characteristics of this neuro-board was analyzed. As the results, it was confirmed that a form of an activity function could change according to an input pulse frequency.
3. The various activity functions of neuro-board could be simulated with meromorphic curves. By standing on this simulation, a mathematical neuron with a meromorphic activity function was proposed. Furthermore, 3 layers neural network was constructed of the mathematical neurons' assembly in the EWS. By regarding this network as a tool of the information intensification, the fusion/integration of mutual informations were attempted. Consequently, it was verified that this network could be applied to various mathematical transformations and nonlinear control strategies.

Report

(3 results)
  • 1992 Annual Research Report   Final Research Report Summary
  • 1991 Annual Research Report
  • Research Products

    (25 results)

All Other

All Publications (25 results)

  • [Publications] 田口 英郎: "ニューラルネットワークによる制御技術と技術課題" 施策研究センター/講座資料. 497. 1-20 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 瀧井 重富: "可塑的なパルス伝達機能をもつアナログMOSニューロンの設計" 計測自動制御学会学術講演会予稿集. 30. 391-392 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 田口 英郎: "ニューロ・マッピングとその制御応用" 大阪大学BME研究会コロキアム講演論文集. 15. 57-64 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 尾口 裕介: "ニューロ・マッピングによる学習制御" 電子情報通信学会技術研究報告. BME91. 31-36 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 井上 芳英: "アナログMOS型ニューロボードによる制御情報処理" システム制御情報学会研究発表講演会講演論文集. 36. 255-256 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 井上 芳英: "アナログMOS型ニューロンの動作特性とその評価" 電子情報通信学会技術研究報告. BME91. 65-72 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Hideo TAGUCHI: "Topics of Neural Network Technique for Control Problems" Lecture Text of Politics Research Center. Vol.497, No.2. 1-20 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Shigetomi TAKII: "Design of Analog-MOS Neuron with Plastic Pulse Transfer Function" Proceedings of the 30th Annual Conference of SICE. Vol.30, No.JS59-6. 391-392 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Hideo TAGUCHI: "Neuro-mapping and its Applications" Proceedings of Kansai Branch Colloquium of JSME. Vol.15. 57-64 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Yusuke OGUCHI: "Neuro-mapping Approach to Learning Control Problems" Technical Report of IEICE. Vol.BME91, No.101. 31-36 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Yoshihide INOUE: "Analog-MOS type Neuro- boards for Control Use" Proceedings of the 36th Annual conference of ISCIE. Vol.36, No.3055. 255-256 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Yoshihide INOUE: "Characteristics of Analog-MOS Neuron Model" Technical Report of IEICE. Vol.BME91, No.382. 65-72 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 田口 英郎: "ニューラルネットワークによる制御技術と技術課題" 施策研究センター/講座資料. 497. 1-20 (1991)

    • Related Report
      1992 Annual Research Report
  • [Publications] 瀧井 重富: "可塑的なパルス伝達機能をもつアナログMOSニューロンの設計" 計測自動制御学会学術講演会予稿集. 30. 391-392 (1991)

    • Related Report
      1992 Annual Research Report
  • [Publications] 田口 英郎: "ニューロ・マッピングとその制御応用" 大阪大学BME研究会コロキアム講演論文集. 15. 57-64 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 尾口 裕介: "ニューロ・マッピングによる学習制御" 電子情報通信学会技術研究報告. BME91. 31-36 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 井上 芳英: "アナログMOS型ニューロボードによる 制御情報処理" システム制御情報学会研究発表講演会講演論文集. 36. 255-256 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 井上 芳英: "アナログMOS型ニューロンの動作特性とその評価" 電子情報通信学会技術研究報告. BME91. 65-72 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 井上 芳英: "アナログMOS回路設計によるニュ-ロン学習素子" システム制御情報学会研究発表講演会論文集. 35. 367-368 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 瀧井 重富: "可塑的なパルス伝送機能をもつアナログMOSニュ-ロンの設計" 計測自動制御学会学術講演会予稿集. 30. 613-614 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 田口 英郎: "ニュ-ラルネットワ-クによる制御技術と技術課題" 施策研究センタ-講座資料集. 497. 2/1-2/20 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 井上 芳英: "学習演算機能を持つアナログMOS型ニュ-ロン" 自動制御連合講演会前刷. 34. 391-392 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 田口 英郎: "ニュ-ラルネット情報処理の技術展望" 情報処理学会関西支部大会予稿集. 5-6 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 田口 英郎: "ニュ-ロ・マッピングとその制御応用" 大阪大学BME研究会コロキアム講演論文集. 15. 57-64 (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] 北村 新三,片井 修 編著: "画像と制御ーニュ-ロ・ファジイ・AIによるアプロ-チー(13.ニュ-ロコントロ-ラによる適応制御[執筆者:田口英郎])" 朝倉書店, 246 (1991)

    • Related Report
      1991 Annual Research Report

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Published: 1991-04-01   Modified: 2016-04-21  

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