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2013 Fiscal Year Final Research Report

Mathematical Modeling of Neural Information Processing Based on Presynapitc Control and its Applications to Engineering

Research Project

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Project/Area Number 20246026
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Engineering fundamentals
Research InstitutionThe University of Tokyo

Principal Investigator

AIHARA Kazuyuki  東京大学, 生産技術研究所, 教授 (40167218)

Co-Investigator(Kenkyū-buntansha) MORITA Kenji  東京大学, 教育学研究科(研究院), 講師 (60446531)
WATANABE Hiroki  東京大学, 法学(政治学)研究科(研究院), 助教 (20570609)
Co-Investigator(Renkei-kenkyūsha) FUJII Hiroshi  京都産業大学, 名誉教授 (90065839)
KOHNO Takashi  東京大学, 生産技術研究所, 准教授 (90447350)
Research Collaborator ROBINSON Hugh  ケンブリッジ大学, School of the Biological Sciences, 講師
Project Period (FY) 2008-04-08 – 2013-03-31
Keywords数理工学 / モデル化 / 脳・神経 / 生体生命情報学 / ソフトコンピューティング
Research Abstract

This study aims to derive mathematical models of presynaptic control found in the brain, analyse neural information processing mechanisms based on presynaptic control, and view its possible applications to engineering. First, we have proposed a neural network model with breakdown of Dale's principle caused by presynaptic excitatory inhibitory-synapses. In addition, regarding short-term synaptic plasticity, we have estimated parameters such as time constants from physiological data, and proposed a hypothesis on how short-term plasticity modulates corticospinal information flow. Further, we have explored the relation between the presynaptic control and higher brain functions such as attension, memory and excessive synchronization. Finally, on the basis of these results, we have considered possible engineering applications of the related higher brain functions such as memory and attention.

  • Research Products

    (13 results)

All 2014 2013 2012 2011 2010 2009 2008

All Journal Article (7 results) (of which Peer Reviewed: 6 results) Presentation (4 results) (of which Invited: 2 results) Book (2 results)

  • [Journal Article] Finite-size Scaling in Globally Coupled Phase Oscillators with a General Coupling Scheme2014

    • Author(s)
      I. Nishikawa, K. Iwayama, G. Tanaka, T. Horita, and K. Aihara
    • Journal Title

      Progress of Theoretical and Experimental Physics

      Volume: vol.2014, No.2 Pages: 023A07-1-11

    • DOI

      10.1093/ptep/ptu01

    • Peer Reviewed
  • [Journal Article] Dale則の破れ及び前シナプス制御がニューラルネットワークダイナミクスに与える影響2013

    • Author(s)
      渡辺啓生,合原一幸
    • Journal Title

      生産研究

      Volume: vol.65, No.3 Pages: 329-335

    • DOI

      10.11188/seisankenkyu.65

  • [Journal Article] Deformation of Attractor Landscape via Cholinergic Presynaptic Modulations: A Computational Study Using a PhaseNeuron Model2013

    • Author(s)
      T. Kanamaru, H. Fujii, and K. Aihara
    • Journal Title

      PLOS ONE

      Volume: vol.8 Pages: e53854-1-14

    • DOI

      10.1371/journal.pone.0053854

    • Peer Reviewed
  • [Journal Article] Nonstandard Scaling Law of Fluctuations in Finite-size Systems of Globally Coupled Oscillators2013

    • Author(s)
      I. Nishikawa, G. Tanaka, and K. Aihara
    • Journal Title

      Physical Review E

      Volume: vol.88, No.2 Pages: 024102-1-5

    • DOI

      10.1103/PhysRevE.88.024102

    • Peer Reviewed
  • [Journal Article] Long-term Fluctuations in Globally Coupled Phase Oscillators with General Coupling: Finite Size Effects2012

    • Author(s)
      I. Nishikawa, G. Tanaka, T. Horita, and K. Aihara
    • Journal Title

      Chaos

      Volume: vol.22, No.1 Pages: 013133-1-10

    • DOI

      10.1063/1.3692966

    • Peer Reviewed
  • [Journal Article] Highly Differentiated Projection-Specific Cortical Subnetworks2011

    • Author(s)
      M. Morishima, K. Morita, Y. Kubota, and Y. Kawaguchi
    • Journal Title

      The Journal of Neuroscience

      Volume: vol.31 Pages: 10380-10391

    • DOI

      10.1007/s11571-011-9169-6329

    • Peer Reviewed
  • [Journal Article] Possible Roles of Pre-synaptic Connections in Neural Circuits2009

    • Author(s)
      H. Watanabe and K. Aihara
    • Journal Title

      Proceedings of Thirteenth International Symposium on Artificial life and Robotics

      Pages: 510-513

    • Peer Reviewed
  • [Presentation] NeuronInspired System with Chaotic Dynamics, JSPS Core-to-Core Program2013

    • Author(s)
      K.Aihara
    • Organizer
      International Core Research Center for Micro / NanoChemistry
    • Place of Presentation
      The University of Tokyo, Tokyo, Japan
    • Year and Date
      20130326-27
    • Invited
  • [Presentation] Signal processing in neural networks that generate or receive noise2013

    • Author(s)
      I. Nishikawa, K. Aihara, and T. Toyoizumi
    • Organizer
      Computational and SystemsNeuroscience (Cosyne) 2013
    • Place of Presentation
      Salt Lake City, USA
    • Year and Date
      20130228-0303
  • [Presentation] Background Mechanisms for the Suppression of Beta Rhythm during Movement: A Modeling Approach2013

    • Author(s)
      K. Morita, X. Li, M. Small, and H. P. C. Robinson
    • Organizer
      計測自動制御学会,ライフエンジニアリング部門シンポジウム2013(LE2013)
    • Place of Presentation
      神奈川県横浜市(慶應義塾大学日吉キャンパス
    • Year and Date
      2013-09-14
  • [Presentation] γ振動を伴う持続的神経活動が再帰入力によって維持される機構の探索2010

    • Author(s)
      K. Morita
    • Organizer
      第33回日本神経科学大会・第53回日本神経化学会大会・第20回日本神経回路学会大会合同大会
    • Place of Presentation
      神戸
    • Year and Date
      20100902-04
    • Invited
  • [Book] 神経回路と数理脳科学,pp.101-127;複雑ネットワーク,pp.241-255,応用数理ハンドブック (日本応用数理学会監修,薩摩順吉他)2013

    • Author(s)
      合原一幸 (章編著)
    • Total Pages
      685
    • Publisher
      朝倉書店
  • [Book] 理工学系からの脳科学入門2008

    • Author(s)
      合原一幸,神崎亮平編著
    • Total Pages
      219
    • Publisher
      東京大学出版会

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Published: 2015-07-16  

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