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Establishing Innovative Machine Learning Mechanism by Cerebellar Spiking Neural Networks

Research Project

Project/Area Number 15K21471
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Soft computing
Intelligent informatics
Research InstitutionChiba Institute of Technology (2017)
Fukui University of Technology (2015-2016)

Principal Investigator

Nobukawa Sou  千葉工業大学, 情報科学部, 准教授 (70724558)

Research Collaborator Nishimura Haruhiko  兵庫県立大学, 大学院・応用情報科学研究科, 教授
Yamanishi Teruya  福井工業大学, 環境情報科学部・経営情報学科, 教授
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsスパイキングニューラルネットワーク / カオス / カオス共鳴 / 小脳 / 下オリーブ核 / 小脳運動学習機構 / 状態跳躍 / 信号応答 / スパイキングニューロンモデル / 下オリーブ / ニューラルネットワーク
Outline of Final Research Achievements

It is well known that conventional machine learning methods cannot be adopted against dynamically changing systems, adequately. Wile, we have attempted to establish innovative machine learning mechanism, which can be adopted to such systems, by cerebellar spiking neural networks. As the results, we have constructed the spiking neuron models and their networks corresponding to physiological cerebellar learning system. This cerebellar spiking neural network induces the chaotic resonance that enhances the learning ability.

Report

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

    (22 results)

All 2018 2017 2016 2015 Other

All Journal Article (11 results) (of which Peer Reviewed: 10 results,  Open Access: 6 results,  Acknowledgement Compliant: 7 results) Presentation (9 results) (of which Int'l Joint Research: 3 results) Book (1 results) Remarks (1 results)

  • [Journal Article] Routes to Chaos Induced by a Discontinuous Resetting Process in a Hybrid Spiking Neuron Model2018

    • Author(s)
      Sou Nobukawa, Haruhiko Nishimura, Teruya Yamanishi
    • Journal Title

      Scientific Reports

      Volume: 8(379) Issue: 1 Pages: 1-11

    • DOI

      10.1038/s41598-017-18783-z

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Controlling Method for Attractor Merged Chaotic Resonance by External Feedback2017

    • Author(s)
      Sou Nobukawa, Haruhiko Nishimura, Teruya Yamanishi
    • Journal Title

      Proceedings of SICE Annual Conference 2017

      Volume: - Pages: 684-688

    • DOI

      10.23919/sice.2017.8105432

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Chaotic Resonance in Typical Routes to Chaos in the Izhikevich Neuron Model2017

    • Author(s)
      Sou Nobukawa, Haruhiko Nishimura, Teruya Yamanishi
    • Journal Title

      Scientific Reports

      Volume: 7(1331) Issue: 1 Pages: 1-9

    • DOI

      10.1038/s41598-017-01511-y

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Analysis of Chaos Route in Hybridized FitzHugh-Nagumo Neuron Model2017

    • Author(s)
      信川創, 西村治彦, 山西輝也
    • Journal Title

      Transactions of the Institute of Systems, Control and Information Engineers

      Volume: 30 Issue: 5 Pages: 167-174

    • DOI

      10.5687/iscie.30.167

    • NAID

      130005974078

    • ISSN
      1342-5668, 2185-811X
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Chaotic resonance in coupled inferior olive neurons with the Llinas approach neuron model2016

    • Author(s)
      S. Nobukawa, H. Nishimura
    • Journal Title

      Neural Computation

      Volume: 28 Issue: 11 Pages: 2505-2532

    • DOI

      10.1162/neco_a_00894

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Evaluation Methods of Chaotic State in Spiking Neural System with State Dependent Jump2016

    • Author(s)
      信川創, 西村治彦, 山西輝也, 劉健勤
    • Journal Title

      Transactions of the Institute of Systems, Control and Information Engineers

      Volume: 29 Issue: 5 Pages: 210-215

    • DOI

      10.5687/iscie.29.210

    • NAID

      130005259542

    • ISSN
      1342-5668, 2185-811X
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Stochastic Resonance Effects in Izhikevich Neural System with Spike-timing Dependent Plasticity2015

    • Author(s)
      S. Nobukawa, H. Nishimura
    • Journal Title

      Proceedings of SICE Annual Conference (SICE2015)

      Pages: 359-364

    • DOI

      10.1109/sice.2015.7285324

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Analysis of Chaotic Resonance in Izhikevich Neuron Model2015

    • Author(s)
      S. Nobukawa, H. Nishimura, T. Yamanishi, J. -Q. Liu
    • Journal Title

      PloS one

      Volume: 10(9) e0138919 Issue: 9 Pages: 1-22

    • DOI

      10.1371/journal.pone.0138919

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] FitzHugh-Nagumo ニューロンモデルへの状態跳躍導入によるカオス誘起現象の解析2015

    • Author(s)
      信川創, 西村治彦, 山西輝也
    • Journal Title

      公益社団法人計測自動制御学会システム 情報部門学術講演会2015 講演論文集

      Pages: 355-359

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] Evaluation of Resonance Phenomena in Chaotic States through Typical Routes in Izhikevich Neuron Model2015

    • Author(s)
      S. Nobukawa, H. Nishimura, T. Yamanishi, J. -Q. Liu
    • Journal Title

      Proceedings of 2015 International Symposium on Nonlinear Theory and its Applications (NOLTA2015)

      Pages: 435-438

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Enhancement of Spike-timing Dependent Plasticity in Spiking Neural Systems with Noise2015

    • Author(s)
      S. Nobukawa, H. Nishimura
    • Journal Title

      International Journal of Neural Systems

      Volume: 25(8) 1550040 Issue: 05 Pages: 1-11

    • DOI

      10.1142/s0129065715500409

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 状態跳躍を導入したMorris-Lecar型ニューロンモデルにおけるカオス誘起現象の検討2017

    • Author(s)
      信川創, 吉田拓生, 西村治彦, 山西輝也
    • Organizer
      第11回コンピューテーショナル・インテリジェンス研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] スパイキングニューロンモデルのカオス共鳴におけるアーノルドの舌の検討2017

    • Author(s)
      信川創, 西村治彦, 山西 輝也
    • Organizer
      第61回システム制御情報学会研究発表講演会 (SCI’17)
    • Related Report
      2017 Annual Research Report
  • [Presentation] フィードバック入力によるアトラクタ併合型カオスシステムの信号応答制御2016

    • Author(s)
      信川 創, 西村 治彦, 山西 輝也, 高宮 誠人
    • Organizer
      計測自動制御学会 システム・情報部門 学術講演会 2016
    • Place of Presentation
      滋賀
    • Year and Date
      2016-12-06
    • Related Report
      2016 Research-status Report
  • [Presentation] 外部フィードバックによるアトラクタ併合型カオス共鳴制御の検討2016

    • Author(s)
      信川 創, 西村 治彦, 山西 輝也, 高宮 誠人
    • Organizer
      第26回インテリジェン ト・システム・シンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2016-10-27
    • Related Report
      2016 Research-status Report
  • [Presentation] Evaluation of Chaotic Resonance by Lyapunov Exponent in Attractor-Merging Type Systems2016

    • Author(s)
      S. Nobukawa, H. Nishimura, T. Yamanishi
    • Organizer
      International Conference on Neural Information Processing
    • Place of Presentation
      Kyoto
    • Year and Date
      2016-10-16
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Chaotic states caused by discontinuous resetting process in spiking neuron model2016

    • Author(s)
      S. Nobukawa, H. Nishimura, T. Yamanishi
    • Organizer
      2016 International Joint Conference on Neural Networks (IJCNN)
    • Place of Presentation
      Vancouver
    • Year and Date
      2016-07-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] ハイブリットなスパイキングニューロンモデルにおけるカオスルートの検討2016

    • Author(s)
      信川創, 西村治彦, 山西輝也
    • Organizer
      第60回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都
    • Year and Date
      2016-05-25
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] アトラクタ併合型の軌道不安定性によるカオス共鳴の検討2016

    • Author(s)
      信川創, 西村治彦, 山西輝也
    • Organizer
      電子情報通信学会 非線形問題研究会
    • Place of Presentation
      東京
    • Related Report
      2016 Research-status Report
  • [Presentation] カオス状態におけるスパイキングニューロン系の信号応答特性2015

    • Author(s)
      信川創, 西村治彦, 山西輝也, 劉健勤
    • Organizer
      第59 回システム制御情報学会研究発表講演会
    • Place of Presentation
      大阪
    • Year and Date
      2015-05-20
    • Related Report
      2015 Research-status Report
  • [Book] Emerging Trends in Applications and Infrastructures for Computational Biology, Bioinformatics, and Systems Biology (Edited by Q.N. Tran and H. R. Arabnia) (Chapter 4: Spontaneous Activity Characterization in Spiking Neural Systems with Log-normal Synaptic Weight Distribution)2016

    • Author(s)
      S.Nobukawa, H.Nishimura, T.Maruo
    • Publisher
      Morgan Kaufmann, Elsevier
    • Related Report
      2015 Research-status Report
  • [Remarks] 研究者情報 信川創

    • URL

      http://www.lib.it-chiba.ac.jp/cithp/KgApp?kyoinId=ymbegyydggy

    • Related Report
      2016 Research-status Report

URL: 

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

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