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Noiseless stochastic resonance by asynchronous neural network

Research Project

Project/Area Number 15K21561
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Soft computing
Life / Health / Medical informatics
Research InstitutionFukuoka University

Principal Investigator

Hosaka Ryosuke  福岡大学, 理学部, 助教 (80569210)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2017: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords確率共鳴 / 非同期ニューラルネットワーク / 興奮抑制バランス / 学習 / 非同期神経回路 / 相関 / パワースペクトル / ノイズ / カオス / STDP学習 / Izhikevich / 雑音 / 信号処理 / ノイズ同期 / 生体信号処理
Outline of Final Research Achievements

To detect weak signals below a threshold of a detector, the stochastic resonance (SR) is widely used, including fishes and crayfish. Also SR is used for the engineering applications like Schmitt triggers. To realize the SR system, the detecters are required to be driven independently. Usually, this is achieved by adding noises to detectors. For real systems, however, to add independent noises to many detectors has many difficulties. To avoid this problems, this study proposed an idea to use the asynchronous neural network as detecters. The asynchronous neural network are composed of excitatory and inhibitory neurons, and by adjusting connecting strength, the element cells can be independent each other. By computer simulations, we confirmed its usefulness.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (18 results)

All 2017 2016 2015

All Journal Article (4 results) (of which Peer Reviewed: 4 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (14 results) (of which Int'l Joint Research: 7 results)

  • [Journal Article] Intended arm use influences interhemispheric correlation of β-oscillations in primate medial motor areas.2017

    • Author(s)
      Nakajima T, Arisawa H, Hosaka R, Mushiake H.
    • Journal Title

      J Neurophysiol.

      Volume: 118 Issue: 5 Pages: 2865-2883

    • DOI

      10.1152/jn.00379.2016

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The Suppression ofBeta Oscillations in the Primate Supplementary Motor Complex Reflects a Volatile State During the Updating of Action Sequences.2016

    • Author(s)
      Hosaka R, Nakajima T, Aihara K, Yamaguchi Y, Mushiake H.
    • Journal Title

      Cereb Cortex

      Volume: 26 Issue: 8 Pages: 3442-52

    • DOI

      10.1093/cercor/bhv163

    • Related Report
      2016 Research-status Report 2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Anomalous Neuronal Responses to Fluctuated Inputs2015

    • Author(s)
      Ryosuke Hosaka and Yutaka Sakai
    • Journal Title

      Physical Review E

      Volume: 92 Issue: 4 Pages: 042705-042705

    • DOI

      10.1103/physreve.92.042705

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] 神経データの因果性解析2015

    • Author(s)
      保坂亮介
    • Journal Title

      システム/制御/情報

      Volume: 59 Pages: 330-335

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] サル運動野のLFPシータパワーの増加は運動の記憶を反映する2017

    • Author(s)
      保坂亮介, 渡邉秀典, 中島敏, 虫明元
    • Organizer
      日本生理学会大会
    • Place of Presentation
      浜松
    • Year and Date
      2017-03-28
    • Related Report
      2016 Research-status Report
  • [Presentation] Strange neuronal responses to fluctuated inputs2017

    • Author(s)
      Ryosuke Hosaka
    • Organizer
      International conference on mathematical neuroscience
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] On Modeling Postsynaptic Potentials of Plastic Neural Networks2017

    • Author(s)
      Ryosuke Hosaka
    • Organizer
      NOLTAソサイエティ大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Increased LFP theta power reflects memorization of movement in primate motor areas2017

    • Author(s)
      Ryosuke Hosaka, Hidenori Watanabe, Toshi Nakajima, and Hajime Mushiake
    • Organizer
      Neural Oscillation Conference
    • Related Report
      2017 Annual Research Report
  • [Presentation] Bistability generates highly irregular spike trains with weakly fluctuated inputs2017

    • Author(s)
      Ryosuke Hosaka
    • Organizer
      Computational neuroscience meeting
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Emergent oscillatory activities of plastic neural networks2016

    • Author(s)
      Ryosuke Hosaka
    • Organizer
      International symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      湯河原
    • Year and Date
      2016-11-26
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Bi-stable states allow neurons to generate highly irregular spike trains with weakly fluctuated inputs2016

    • Author(s)
      Ryosuke Hosaka
    • Organizer
      SfN Annual Meeting
    • Place of Presentation
      アメリカ・サンディエゴ
    • Year and Date
      2016-11-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Complementary contribution of beta and high-gamma oscillations for updating motor plan in the primate supplementary motor complex2016

    • Author(s)
      Ryosuke Hosaka, Toshi Nakajima, Kazuyuki Aihara, Yoko Yamaguchi, and Hajime Mushiake
    • Organizer
      FENS
    • Place of Presentation
      デンマーク・コペンハーゲン
    • Year and Date
      2016-07-02
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Highly irregular spike trains generated from weakly fluctuated inputs2016

    • Author(s)
      Ryosuke Hosaka
    • Organizer
      電子情報通信学会 総合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2016-03-15
    • Related Report
      2015 Research-status Report
  • [Presentation] Highly irregular spike trains generated from weakly fluctuated inputs2015

    • Author(s)
      Ryosuke Hosaka
    • Organizer
      International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      HongKong City University
    • Year and Date
      2015-12-01
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] The Beta power suppression in early delay period reflects volatile state in updating action sequence in the primate medial motor complex2015

    • Author(s)
      Ryosuke Hosaka, Toshi Nakajima, Kazuyuki Aihara, Yoko Yamaguchi, and Hajime Mushiake
    • Organizer
      Society for Neuroscience Annual Meeting
    • Place of Presentation
      Chicago
    • Year and Date
      2015-10-17
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Optogenetically-induced seizure and longitudinal hippcampal network dynamics2015

    • Author(s)
      Shin-ichiro Ohsawa, Masaki Iwasaki, Ryosuke Hosaka,Yoshiaya Matsuzaka, Hiroshi Tomita, Toru Ishizuka, Eriko Sugano, Eiichi Okumura Hiromu Yawo, Nobukazu Nakasato, Teiji Tominaga, and Hajime Mushiake
    • Organizer
      日本神経化学会大会
    • Place of Presentation
      埼玉
    • Year and Date
      2015-09-11
    • Related Report
      2015 Research-status Report
  • [Presentation] サル内側運動領野のベータパワー減少は運動の更新に伴う神経表現の不安定化を反映する2015

    • Author(s)
      保坂亮介, 中島敏, 合原一幸, 山口陽子, 虫明元
    • Organizer
      日本神経回路学会
    • Place of Presentation
      電気通信大学
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] Beta power suppression in early delay period reflects volatile state in updating action sequence in the primate medial motor areas2015

    • Author(s)
      Ryosuke Hosaka, Toshi Nakajima, Kazuyuki Aihara, Yoko Yamaguchi, and Hajime Mushiake
    • Organizer
      日本神経科学大会
    • Place of Presentation
      神戸
    • Year and Date
      2015-07-28
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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