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Analysis on High-Speed Computation Mechanisms of the Brain Based on Impulse-Processing Neural Networks

Research Project

Project/Area Number 63460143
Research Category

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

Allocation TypeSingle-year Grants
Research Field 計測・制御工学
Research InstitutionTokyo Institute of Technology

Principal Investigator

ICHIKAWA Atsunobu  Tokyo Institute of Technology, Dept. Electronic Chem., Professor, 総理工, 教授 (60016714)

Co-Investigator(Kenkyū-buntansha) KUROGI Shuichi  Kyushu Institute of Technology, Faculty of Engineering, Research Associate, 工学部, 助手 (40178124)
NAKAMURA Kiyohiko  Tokyo Institute of Technology, Dept. Electronic Chem., Research Associate, 総理工, 助手 (10172397)
Project Period (FY) 1988 – 1989
Project Status Completed (Fiscal Year 1989)
Budget Amount *help
¥7,600,000 (Direct Cost: ¥7,600,000)
Fiscal Year 1989: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 1988: ¥6,600,000 (Direct Cost: ¥6,600,000)
KeywordsNeural Network / Parallel Processing / Neuropopulation / Behavioral Learning / Synaptic Plasticity
Research Abstract

Analysis of behavior of impulse-processing neuropopulations based on physiological data has shown that neuropopulations of the brain can detect millisecond time differences in their activations and that the capacity has sufficient robustness against noises. This suggests a possibility that timing of activities of neural nuclei may control parallel processing of the brain in the several millisecond range to achieve high-speed computation.
A mathematical model of reward-mediated learning mechanisms of the neocortico-thalamic system was proposed using the model of impulse-processing neuropopulations. The model describes as functions of physiological parameters of single neurons how long the short-memory of the brain must last to perform the reward-mediated learning how many repetitions of learning are required for learning accomplishment. These functions provide theoretical estimation on the behavior of the above system according to physiological data on single neurons, which enables us to test the proposed model by examinig agreement of the estimation with real behavior of the system.
Behavior of the auditory pathway from ear to cortex, which is anatomically divided into five divisions, was investigated by constructing a mathematical model of the pathway according to physiological data on the five divisions. Computer simulation of the model behavior has shown,that the proposed model provides not only the capacity of recognizing isolated syllables and connected words in continuous speech but also describes typical response of single neurons observed in the real auditory system. This supports assumptions introduced to construct our model.

Report

(3 results)
  • 1989 Annual Research Report   Final Research Report Summary
  • 1988 Annual Research Report
  • Research Products

    (37 results)

All Other

All Publications (37 results)

  • [Publications] Kiyohiko Nakamura: "Cerebral Mechanism for Reward-Mediated Learning:A Mathematical Model of Neuropopulation-al Network Plasticity" Biological Cybernetics(to appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Kiyohiko Nakamura: "Timing Informationin Transient Behavior of Neuropopulations" IEEE Transactions on System,Man,and Cybernetics. 19. 1188-1193 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Shuichi Kurogi: "An Artificial Neural Network Model for Recognition of Words in Continuous Speech" Proceedings of the 28th SICE Annual Conference 第28回計測自動制御学会学術講演会予稿集. ESS-1-3. 1319-1322 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Kiyohiko Nakamura: "A Computational Model of Neuronal Populations as Parallel Computing Units" Proceedings of the 28th SICE Annual Conference 第28回計測自動制御学会学術講演会予稿集. II. 1315-1318 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 山崎一孝: "網膜内の神経結合に対する数理的解析" 第4回生体・生理工学シンポジウム講演論文集. 227-230 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Shuichi Kurogi: "Speech Recognition by an Artificial Neural Network Modeled on Afferent Auditory System" Proceedings of the INCC '90 Paris(to appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 中村清彦: "大脳皮質コラム構造に基づく行動系列学習の神経回路モデル" 第3回生体・生理工学シンポジウム講演論文集. 1B3-5. 115-118 (1988)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 郭昴: "インパルス型神経細胞モデルによる動的な連想記憶系の構成" 第3回生体・生理工学シンポジウム講演論文集. 1B3-5. 111-114 (1988)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Shuichi Kurogi: "Abilities and Limitations of a Neural Network Model for Spoken Word Recognition" IEEE International Conference on Neural Networks. 2. 205-214 (1988)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 黒木秀一: "ニュ-ラルネットワ-クとその応用・ニュ-ラルネットによる単語音声認識" RC-84プラントエンジニアリングにおける知識工学の応用研究部会資料. 1-14 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 黒木秀一: "聴覚神経系に基づくニュ-ラルネットワ-クによる音声認識" 第11回知識・知能システムシンポジウム講演論文集. 133-138 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 郭昴: "網膜で生じる仮現現象の発現機構の神経系モデル" 第11回知識・知能システムシンポジウム講演論文集. 157-162 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Kiyohiko Nakamura: "Vision,Memory,and Temporal Lobe: Proceedings of the 4th TMIN International Symposium E.Iwai and M.Mishkin(eds.)" Elsevier, (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Kiyohiko Nakamura and Atsunobu Ichikawa: "Cerebral Mechanism for Reward-Mediated Learning: A Mathematical Model of Neuropopula-tional Network Plasticity" Biological Cybernetics.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Shuichi Kurogi: "Speech Recognition by an Artificial Neural Network Modeled on Afferent Auditory System" Proceedings of the INCC '90 Paris.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Shuichi Kurogi: "Speech Recognition using Manual Networks based on Auditory Neural Systems" Proceedings 11th Symposium on Knowledge and Intelligent Systems, 133-138, 1990.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Aug Gau: "A Model of Neural Systems of Optical Illusion in Reteria" Proceedings 11th Symposium on Knowledge and Intelligent Systems, 157-162, 1990.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Kiyohiko Nakamura and Atsunobu Ichikawa: "Timing Information in Transient Behavior of Neuropopulations" IEEE Transactions on System, Man, and Cybernetics, Vol.19, No.5, 1188-1193, 1989.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Shuichi Kurogi: "An Artificial Neural Network Model for Recognition of Words in Continuous Speech" Proceedings of the 28th SICE Annual Conference, Vol.II, 1319-1322, 1989.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Kiyohiko Nakamura and Atsunobu Ichikawa: "A Computational Model of Neuronal Populations as Parallel Computing Units" Proceedings of the 28th SICE Annual Conference, Vol. II 1315-1318, 1989.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Kazutaka Yamazaki, Kiyohiko Nakamura and Atunobu Ichikawa: "Mathematical Analysis on Neural Connectivity in Retina" Proceedings of the 28th SICE Annual Conference, Vol.II, 1319-1322, 1989.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Shuichi Kurogi: "Neural Networks and their Applications: Spoken and Recognition using Neural Nets" Research Report of Working Group on Knowledge Engineering Application in RC-84 Plant Engineering, 1-14, 1989.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Kiyohiko Nakamura and Atsunobu Ichikawa: "A Neural Network Model of Cerebral Mechanism for Action Sequence Learning" Proceedings of 3rd Symposium on Biological and Physiological Engineering, 1B3-5, 115-118, 1988.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Ang Guo, Kiyohiko Nakamura and Atsunobu Ichikawa: "A Dynamic Model with Associative Memory Consisting of Impulse-Processing Neuron Models" Proceedings of 3rd Symposium on Biological and Physiological Engineering, 1B3-5, 111-114, 1988.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Shuichi Kurogi: "Abilities and Limitations of a Neural Network Model for Spoken Word Recognition" IEEE International Conference on Neural Networks, Vol.2, 205-214, 1988.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Kiyohiko Nakamura and Atsunobu Ichikawa: A Neuro-Populational Network Model of Behavioral Learning Mechanism of the Neocortico-Thalamo-Hypothalamic System, Vision, Memory, and Temporal Lobe: Proceedings of the 4th TMIN International Symposium, E. Iwai and M. Mishkin(eds.). Elsevier, (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Kiyohiko Nakamura: "Cerebral Mechanism for Reward-Mediated Learning:A Mathematical Model of Neuropopulation-al Network Plasticity" Biological Cybernetics.

    • Related Report
      1989 Annual Research Report
  • [Publications] Kiyohiko Nakamura: "Timing Information in Transient Behavior of Neuropopulations" IEEE Transactions on System,Man,and Cybernetics. 19. 1188-1193 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] Shuichi Kurogi: "An Artificial Neural Network Model for Recognition of Words in Continuous Speech" Proceedings of the 28th SICE Annual Conference第28回計測自動制御学会学術講演会予稿集. ESS-1-3. 1319-1322 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] Kiyohiko Nakamura: "A Computational Model of Neuronal Populations as Parallel Computing Units" Proceedings of the 28th SICE Annual Conference第28回計測自動制御学会学術講演会予稿集. II. 1315-1318 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 山崎一孝: "網膜内の神経結合に対する数理的解析" 第4回生体・生理工学シンポジウム講演論文集. 227-230 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] Shuichi Kurogi: "Speech Recognition by an Artificial Neural Network Modeled on Afferent Auditory System" Proceedings of the INCC '90 Paris.

    • Related Report
      1989 Annual Research Report
  • [Publications] Kiyohiko Nakamura: "Vision,Memory,and Temporal Lobe:Proceedings of the 4th TMIN International Symposium E.Iwai and M.Mishkin(eds.)" Elsevier,

    • Related Report
      1989 Annual Research Report
  • [Publications] 中村清彦: 第3回計測自動制御学会生体・生理工学シンポジュウム予稿集. 115-118 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] 郭昂: 第3回計測自動制御学会生体・生理工学シンポジュウム予稿集. 111-114 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] Shuichi,Kurogi: IEEE Inter. Conf. on Neural Networks. 2. 205-214 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] 黒木秀一: RC-84プラントエンジニアリングにおける知識工学の応用研究部会資料. (1989)

    • Related Report
      1988 Annual Research Report

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Published: 1988-04-01   Modified: 2016-04-21  

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