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Constructing theory of dynamical neural networks and its application to dynamic control

Research Project

Project/Area Number 20700215
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Sensitivity informatics/Soft computing
Research InstitutionKogakuin University

Principal Investigator

KANAMARU Takashi  工学院大学, グローバルエンジニアリング学部, 准教授 (10334468)

Project Period (FY) 2008 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2011: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2010: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2009: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2008: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywordsパルスニューラルネットワーク / 同期 / 学習 / カオス性 / ハードウェア化 / Stochastic Synchrony / 制御回路 / ニューラルネットワーク / カオス / ハードウェア / 回路 / 運動モデル / 振動 / 運動制御 / 強化学習 / パルスによる学習 / 同期抑制 / 二足歩行モデル / ガオス性
Research Abstract

I construct a theory of dynamical neural network theory, and we apply it to dynamic control of robots. I assume that the theory should have properties of synchronization, pulse-based learning, and chaos. We found the relation between network topology and synchronization, and the stability of memory under the change of concentration of acetylcholine. As for the application, we realized the dynamic control of robot arm based on the dynamic movement of human arm.

Report

(6 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report   Self-evaluation Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (23 results)

All 2011 2010 2009 2008

All Journal Article (5 results) (of which Peer Reviewed: 5 results) Presentation (18 results)

  • [Journal Article] Roles of inhibitory neurons in rewiring-induced synchronization in pulse-coupled neural networks2010

    • Author(s)
      Takashi Kanamaru and Kazuyuki Aihara
    • Journal Title

      Neural Computation

      Volume: vol.22, no.5 Issue: 5 Pages: 1383-1398

    • DOI

      10.1162/neco.2010.04-09-997

    • Related Report
      2011 Final Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Roles of inhibitory neurons in rewiring-induced synchronization in pulse-coupled neural networks2010

    • Author(s)
      Takashi Kanamaru, Kazuyuki Aihara
    • Journal Title

      Neural Computation vol.22, no.5

      Pages: 1383-1398

    • Related Report
      2010 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Stochastic synchrony of chaos in a pulse coupled neural network with both chemical and electrical synapses among inhibitory neurons2008

    • Author(s)
      Takashi Kanamaru and Kazuyuki Aihara
    • Journal Title

      Neural Computation

      Volume: vol.20, no.8 Issue: 8 Pages: 1951-1972

    • DOI

      10.1162/neco.2008.05-07-516

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Stochastic synchrony of chaos in a pulsecoupled neural network with both chemical and electrical synapses among inhibitory neurons2008

    • Author(s)
      Takashi Kanamaru, Kazuyuki Aihara
    • Journal Title

      Neural Computation vol.20, no.8

      Pages: 1951-1972

    • Related Report
      2010 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Stochastic synchrony of chaos in a pulse coupled neural network with both chemical and electrical synapses among inhibitory neurons2008

    • Author(s)
      Takashi Kanamaru and Kazuyuki Aihara
    • Journal Title

      Neural Computation vol.20, no.8

      Pages: 1951-1972

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] A new role for attentional corticopetal acetylcholine in cortical memory dynamics2011

    • Author(s)
      Hiroshi Fujii, Takashi Kanamaru, Kazuyuki Aihara, Ichiro Tsuda
    • Organizer
      9th International Conference of Numerical Analysis and Applied Mathematics
    • Place of Presentation
      ギリシャ
    • Year and Date
      2011-09-23
    • Related Report
      2011 Final Research Report
  • [Presentation] A new role for attentional corticopetal acetylcholine in cortical memory dynamics2011

    • Author(s)
      H.Fujii, T.Kanamaru, K.Aihara, I.Tsuda
    • Organizer
      9th International Conference of Numerical Analysis and Applied Mathematics (ICNAAM2011)
    • Place of Presentation
      ギリシャ
    • Year and Date
      2011-09-23
    • Related Report
      2011 Annual Research Report
  • [Presentation] カメラ周囲の危険を認識するシステムの開発2011

    • Author(s)
      山口諒、鈴木啓介、野崎祐基、石井純一、柳下翔太、山名徹、金丸隆志
    • Organizer
      FIT2011第10回情報科学技術フォーラム
    • Place of Presentation
      函館
    • Year and Date
      2011-09-09
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] Android OSとカメラを用いた対象物追跡における処理の高速化2011

    • Author(s)
      高木佑介、齋藤翼、金丸隆志
    • Organizer
      FIT2011第10回情報科学技術フォーラム
    • Place of Presentation
      函館
    • Year and Date
      2011-09-07
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] Android OSを搭載した組み込みデバイスとスマートフォンによるモータ制御2011

    • Author(s)
      齋藤翼、高木佑介、金丸隆志
    • Organizer
      FIT2011第10回情報科学技術フォーラム
    • Place of Presentation
      函館
    • Year and Date
      2011-09-07
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] Attentional cholinergic projections may induce transitions of attractor landscape via presynaptic modulations of connectivity2011

    • Author(s)
      Hiroshi Fujii, Takashi Kanamaru, Kazuyuki Aihara, Ichiro Tsuda
    • Organizer
      The 3rd International Conference on Cognitive Neurodynamics
    • Place of Presentation
      北海道
    • Year and Date
      2011-06-10
    • Related Report
      2011 Final Research Report
  • [Presentation] Attentional cholinergic projections may induce transitions of attractor landscape via presynaptic modulations of connectivity2011

    • Author(s)
      H.Fujii, T.Kanamaru, K.Aihara, I.Tsuda
    • Organizer
      The 3rd International Conference on Cognitive Neurodynamics
    • Place of Presentation
      ニセコ
    • Year and Date
      2011-06-10
    • Related Report
      2011 Annual Research Report
  • [Presentation] 車載カメラに対する危険認識システムの開発2011

    • Author(s)
      山口諒、鈴木啓介、野崎祐基、石井純一、柳下翔太、山名徹、金丸隆志
    • Organizer
      電子情報通信学会2011年総合大会
    • Place of Presentation
      東京
    • Year and Date
      2011-03-17
    • Related Report
      2011 Final Research Report
  • [Presentation] 長距離結合を持つ抑制性細胞が同期振動に及ぼす影響2011

    • Author(s)
      金丸隆志
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      玉川大学
    • Year and Date
      2011-03-08
    • Related Report
      2011 Final Research Report 2010 Annual Research Report 2010 Self-evaluation Report
  • [Presentation] バーストニューロンモデルを用いた扁桃体同期抑制現象のモデリング2010

    • Author(s)
      金丸隆志、大城博矩、宋時栄、柳川右千夫、松戸隆之、村越隆之、合原一幸
    • Organizer
      Neuro2010プログラム
    • Place of Presentation
      神戸コンベンションセンター
    • Year and Date
      2010-09-03
    • Related Report
      2011 Final Research Report
  • [Presentation] バーストニューロンモデルを用いた扁桃体同期抑制現象のモデリング2010

    • Author(s)
      金丸隆志、大城博矩、宋時栄、柳川右千夫、松戸隆之、村越隆之、合原一幸
    • Organizer
      Neuro2010
    • Place of Presentation
      神戸コンベンションセンター
    • Year and Date
      2010-09-03
    • Related Report
      2010 Annual Research Report 2010 Self-evaluation Report
  • [Presentation] 扁桃体における同期抑制現象のモデリング2010

    • Author(s)
      金丸隆志、大城博矩、松戸隆之、村越隆之、合原一幸
    • Organizer
      第29回日本シミュレーション学会
    • Place of Presentation
      山形大学米沢キャンパス
    • Year and Date
      2010-06-19
    • Related Report
      2011 Final Research Report 2010 Annual Research Report 2010 Self-evaluation Report
  • [Presentation] 扁桃体における同期抑制現象のモデリング2009

    • Author(s)
      金丸隆志、大城博矩、松戸隆之、村越隆之、合原一幸
    • Organizer
      第32回日本神経科学大会
    • Place of Presentation
      名古屋国際会議場
    • Year and Date
      2009-09-16
    • Related Report
      2011 Final Research Report 2010 Self-evaluation Report 2009 Annual Research Report
  • [Presentation] 結合つなぎ換えにより誘起される同期における抑制性素子の役割2008

    • Author(s)
      金丸隆志、合原一幸
    • Organizer
      日本神経回路学会第18回全国大会
    • Place of Presentation
      産業技術総合研究所(茨城県つくば市)
    • Year and Date
      2008-09-26
    • Related Report
      2011 Final Research Report 2008 Annual Research Report
  • [Presentation] 結合つなぎ換えにより誘起される同期における抑制性素子の役割2008

    • Author(s)
      金丸隆志、合原一幸
    • Organizer
      日本神経回路学会 第18回全国大会
    • Place of Presentation
      産業技術総合研究所(つくば市)
    • Year and Date
      2008-09-26
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] パルスニューロン集団におけるRewiring-induced bifurcationとスモールワールド2008

    • Author(s)
      金丸隆志、合原一幸
    • Organizer
      日本物理学会
    • Place of Presentation
      岩手大学
    • Year and Date
      2008-09-21
    • Related Report
      2011 Final Research Report
  • [Presentation] パルスニューロン集団におけるRewiring-induced bifurcation とスモールワールド2008

    • Author(s)
      金丸隆志、合原一幸
    • Organizer
      日本物理学会2008年秋季大会
    • Place of Presentation
      岩手大
    • Year and Date
      2008-09-21
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] パルスニューロン集団におけるRewiring-induced bifurcationとスモールワールド2008

    • Author(s)
      金丸隆志、合原一幸
    • Organizer
      日本物理学会2008年秋季大会
    • Place of Presentation
      岩手大学
    • Year and Date
      2008-09-21
    • Related Report
      2008 Annual Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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