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NeuroーController with the Learning Function

Research Project

Project/Area Number 01550311
Research Category

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

Allocation TypeSingle-year Grants
Research Field 電子機器工学
Research InstitutionOsaka University

Principal Investigator

TAGUCHI Hideo  Osaka Univ., Fac. of Eng., Lecturer, 工学部, 講師 (40029278)

Co-Investigator(Kenkyū-buntansha) AKAZAWA Kenzo  Kobe Univ., Fac. of Eng., Professor, 工学部, 教授 (30029277)
Project Period (FY) 1989 – 1990
Project Status Completed (Fiscal Year 1990)
Budget Amount *help
¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1990: ¥300,000 (Direct Cost: ¥300,000)
KeywordsNeurocomputing / Artificial Neuron / Pulse Operating / Neurofilter / Neurocontroller / Neural Servo / Learning Operation / Analog-MOS Circuit / 制御演算素子 / パルス周波数変調 / ニュウ-ロフィルタ
Research Abstract

In this research, we advanced the development of a neurocontroller by using the nerocomputing technique for the controller design. And, the goalーoriented architecture of the enrocontroller was discussed on both sides of the software and the hardware. After all, the results of this research are summarized as follows :
1. A neuronーlike learning element was formulated in the light of excellent signal processing characteristics of a single bioneuron ; i, e., the V/F conversion, the pulse frequency modulation and the plastic signal transfer function. And also, it was confirmed that the combination of several neuron-like learning elements led to such the successful control operation as lowpass, highpass and bandpass neurofilter.
2. By utilizing variable characteristics of neuron-like learning elements, We built up the neurocontroller that was consisted of neurosensors, PTM (Pulse Time Modulation) type neurofilters and neuroseleclor. Here, neurosensors functioned so as to convert sensory information into pulse frequencies and take in the control system. Each of PTM type nero-filters played the part of any different control characteristics. And, the neuroselector was designed to use properly each of PTM type neurofilters correspondingly to variable control situations. Also, to estimate the responses of neural servo-system with this neurocontroller, a torque control of the single joint manipulator equipped with spring and dash-pot was attempted.
3. To aim at the hardware of the neuro-controller, we designed the mimic electrical circuit to neuron-like learning elements. This mimic circuit was experimentally producted by an analogーMOS device was esperimen tally Produced. And, it was confirmed that the fruitful learning responses to the inputpulse sequences was obtained. Consequently, the possibility to neuroーchip development would be the most necessary for light/miniaturization of the neuro-controller was demonstrated.

Report

(3 results)
  • 1990 Annual Research Report   Final Research Report Summary
  • 1989 Annual Research Report
  • Research Products

    (27 results)

All Other

All Publications (27 results)

  • [Publications] 田口 英郎: "知的制御におけるニュ-ラルア-キテクチャ" システムと制御研究発表講演会講演論文集. 34. 41-44 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] 尾口 裕介: "ニュ-ラル制御プロセッサの基本構成" 計測自動制御学会関西支部講演論文集. 2. 49-54 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] 田口 英郎: "ニュ-ラル制御プロセッサのア-キテクチャ" 日本能率協会計装制御技術会議資料. 21. 3・4・1-3・4・10 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] 田口 英郎: "ニュ-ラルネットワ-クの知的制御への応用" 国際先端科学技術シンポジウム「テクノ・フュ-ジョン'90」テキスト. 1. 97-106 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] 尾口 裕介: "PFM型人工ニュ-ロン結合によるニュ-ラル制御プロセッサ" 電子情報通信学会 技術研究報告. MBE 90ー427. 105-110 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] 瀧井 重富: "アナログMOSデバイスによるニュ-ロン学習素子" 電子情報通信学会技術研究報告. MBE 90ー437. 1-6 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] 北村 新三 編著: "画像と制御ーニュ-ロ・ファジィ・AIによるアプロ-チー" 朝倉書店, 230 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] Hideo TAGUCHI: "Neural Architectures for the Intelligent Control" Proceedings of the 34th Annual Conference of the Institute of Systems, Control and Information Engineers, ISCIE,. Vol. 34. 41-44 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] Yusuke OGUCHI: "Basic Structure of Neural Control Processor" Proceedings of Kansai Branch Symposium of SICE. Vol. 2. 49-54 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] Hideo TAGUCHI: "Architecture of Neural Control processor" Proceedings of the 21th Instrument & Control Engineering Conference of the Japan Efficiency Society. Vol. 21. 3.4.1-3.4.10 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] Hideo TAGUCHI: "Application of Neural Networks to Intelligent Control" Proceedings of International Modern Scientific Technology Symposium "TechnoFusion '90". Vol. 1. 97-106 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] Yusuke OGUCHI: "An Assembly of PFM type Artificial Neurons for Control Use" Technical Research Report of the Institute of Electronics, Information and Communication Engineers. Vol. BME90-437. 105-110 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] Shigetomi TAKII: "A Neuronーlike Learning Element using AnalogーMOS Device" Technical Research Report of the Institute of Electronics, Information and Communication Engineers. Vol. BME90-111. 1-6 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] Shinzo KITAMURA: Asakura Publishing Company. Image and Control (Neuro, Fuzzy, and AI Approach), 230 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] 田口 英郎: "知的制御におけるニュ-ラルア-キテクチャ" システムと制御研究発表講演会講演論文集. 34. 41-44 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 尾口 裕介: "ニュ-ラル制御プロセッサの基本構成" 計測自動制御学会関西支部講演論文集. 2. 49-54 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 田口 英郎: "ニュ-ラル制御プロセッサのア-キテクチャ" 日本能率協会計装御技術会議資料. 21. 3・4・1-3・4・10 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 田口 英郎: "ニュ-ラルネットワ-クの知的制御への応用" 国際先端科学技術ジンポジウム「テクノ・フュ-ジョン'90」テキスト. 1. 97-106 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 尾口 裕介: "PFM型人工ニュ-ロン結合によるニュ-ラル制御プロセッサ" 電子情報通信学会技術研究報告. MBE90ー427. 105-110 (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] 瀧井 重富: "アナログMOSデバイスによるニュ-ロン学習素子" 電子情報通信学会技術研究報告. MBE90ー437. 1-6 (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] 北村 新三編: "画像と制御ーニュ-ロ・ファジィ・AIによるアプロ-チー" 朝倉書店, 230 (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] 田口英郎: "書字動作における運動力学特性の解析" 共和技報. 375. 2774-2778 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 田口英郎: "随意運動における中枢制御メカニクスとそのシミュレ-ション" 日本バイオメカニクス学会編,Japanese Journal of Sports Science. 8. 360-367 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 小島康弘: "マルチ制御モ-ドをもつ適応型ニュ-ロコントロ-ラ" 電子情報通信学会技術研究報告. MBE89. 9-16 (1990)

    • Related Report
      1989 Annual Research Report
  • [Publications] 田口英郎: "書字形成過程の相違による文字形態の多様性解析" 電子情報通信学会論文誌(採録決定日:Jan,16,1990)掲載号未定. J73-D-II. (1990)

    • Related Report
      1989 Annual Research Report
  • [Publications] 赤澤堅造: "張力制御における脳の伸張反射調節機構の解析" 電子情報通信学会論文誌. J72-D-II. 140-147 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] Kenzo AKAZAWA: "Functional Neuromussular Stimulation System Using an Implatable Hydroxyapatite Connector and a Microprocessor Based Portable Stimulator" IEEE Trans.Biomedical Eng.36. 746-753 (1989)

    • Related Report
      1989 Annual Research Report

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Published: 1990-04-01   Modified: 2016-04-21  

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