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An approach toward synthesis of digital spiking neurons and their pulse-coupled networks

Research Project

Project/Area Number 19700222
Research Category

Grant-in-Aid for Young Scientists (B)

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

Principal Investigator

TORIKAI Hiroyuki  Osaka University, 大学院基礎工学研究科, 准教授 (20318603)

Project Period (FY) 2007 – 2008
Project Status Completed (Fiscal Year 2008)
Budget Amount *help
¥2,970,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥270,000)
Fiscal Year 2008: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2007: ¥1,800,000 (Direct Cost: ¥1,800,000)
Keywordsニューラルネットワーク / 遺伝アルゴリズム / リコンフィギャラブルシステム / モバイルネットワーク技術 / 離散数学 / 遺伝的アルゴリズ
Research Abstract

離散状態を有する人工神経細胞モデル(デジタルスパイクニューロン)を提案してその応答特性や非線形現象を解析した.また,未知のパラメータを有する神経細胞モデルの動作を自動的に近似・模倣する為のデジタルスパイクニューロンに対する学習法を提案し,同学習法をハードウェアに実装してその動作を確認した.また,それらの離散状態モデルに関する知見を参考にして,連続状態を有する新しい人工神経細胞モデル提案して,そのパルス符号化特性やアナログ/デジタル変換特性等を解析した.

Report

(3 results)
  • 2008 Annual Research Report   Final Research Report ( PDF )
  • 2007 Annual Research Report
  • Research Products

    (18 results)

All 2009 2008 2007 Other

All Journal Article (8 results) (of which Peer Reviewed: 5 results) Presentation (8 results) Book (1 results) Remarks (1 results)

  • [Journal Article] Basic Spike-train properties of a Digial Spiking Neuron2008

    • Author(s)
      H. Torikai
    • Journal Title

      Journal of American Institute of MathemicaSciences - Discrete and Continuous Dynamical Systems Series B 9, 1

      Pages: 183-198

    • Related Report
      2008 Final Research Report
  • [Journal Article] Digital spiking neuron and its learning for approximation of various spik-trains2008

    • Author(s)
      H. Torikai, A. Funew, T. Saito
    • Journal Title

      Neual Networks 21, 2-3

      Pages: 140-149

    • Related Report
      2008 Final Research Report
  • [Journal Article] Artificial Spiking Neurons and Analog-to-Digital-to- Analog Conversion2008

    • Author(s)
      H. Torikai, A. Tanaka, T. Saito
    • Journal Title

      IEICE Trans. Fundamentals Vol.E91-A No.6

      Pages: 1455-1462

    • NAID

      10026849493

    • Related Report
      2008 Final Research Report
  • [Journal Article] Artificial Spiking Neurons and Analog-to-Digital-to- Analog Conversion2008

    • Author(s)
      H. Torikai. A. Tanaka and T. Saito
    • Journal Title

      IEICE Trans. Fundamentals Vol.E91-A No.6

      Pages: 1455-1462

    • NAID

      10026849493

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Novel Hybrid Spiking Neuron : response analysis and learning potential2008

    • Author(s)
      Sho Hashimoto and Hiroyuki Torikai
    • Journal Title

      Proc. ICONIP (印刷中)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Hardware-oriented Learning Algorithm for a Digital Spiking Neuron2008

    • Author(s)
      Hiroyuki Torikai and Sho Hashimoto
    • Journal Title

      Proc. IEEE-INNS/IJCNN

      Pages: 2472-2479

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Digital spiking neuron and its learning for approximation of various s pike-trains2008

    • Author(s)
      Hiroyuki Torikai, Atsuo Funew and Toshliichi Saito
    • Journal Title

      Neural Networks (印刷中)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Basic Spike-train Properties of a digital spiking neuron2008

    • Author(s)
      Hiroyuki Torikai
    • Journal Title

      Journal of American Institute of Mathematical Science, Discrete and Continuous Dynamical Systems, Series B Vol. 9.No. 1

      Pages: 183-198

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] ハイブリッドスパイクニューロンの応答特性と学習について2008

    • Author(s)
      橋本昇、鳥飼弘幸
    • 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
      佐賀大学
    • Year and Date
      2008-11-08
    • Related Report
      2008 Annual Research Report
  • [Presentation] A Novel Hybrid Spiking Neuron: reonse analysiand arning potential2008

    • Author(s)
      Sho Hashimoto, Hiroyuki Torikai
    • Organizer
      Proc. ICONIP (in press)
    • Related Report
      2008 Final Research Report
  • [Presentation] Basic Analysis of a Leaky Spiking Oscillor with Two Periodic Inputs2008

    • Author(s)
      Tohru Nishigami, Hiroyui Torikai
    • Organizer
      Proc. NOLTA, pp. 624-627
    • Related Report
      2008 Final Research Report
  • [Presentation] A Hardware-oriented Learning Althm for a DigitSpiking Neuron2008

    • Author(s)
      Hiroyuki Torikai, Sho Hashimoto
    • Organizer
      Proc. IEEENNS/IJCNN, pp. 2472-2479
    • Related Report
      2008 Final Research Report
  • [Presentation] Learning of Digital Spiking Neurons for Ultra Wide Band Applications2008

    • Author(s)
      Akira Hirata, Hiroyuki Torikai
    • Organizer
      Proc. ICCNS, p. 124
    • Related Report
      2008 Final Research Report
  • [Presentation] Fundamental analysis of a Digital spiking Neuron for its spike-based coding2007

    • Author(s)
      Hiroyuki Torikai
    • Organizer
      International Conference on Neural Information Processing
    • Place of Presentation
      九州工業大学
    • Year and Date
      2007-11-14
    • Related Report
      2007 Annual Research Report
  • [Presentation] Approximation of Spike-trains by Digital Spiking Neuron2007

    • Author(s)
      Hiroyuki Torikai, Atsuo Funew and Toshimichi Saito
    • Organizer
      IEEE-INNS International Joint Conference on Neural Networks
    • Place of Presentation
      オーランド,アメリカ
    • Year and Date
      2007-08-13
    • Related Report
      2007 Annual Research Report
  • [Presentation] A novel artificial model of spiral ganglion cell and its spike-based encoding function

    • Author(s)
      Hiroyuki Torikai, Toru Nishigami
    • Organizer
      Proc. ICONIP (in press)
    • Related Report
      2008 Final Research Report
  • [Book] Learnin of Digital Spiking Neurons and its Application Potentials, in "Applications of Nonlinear Dynamics" (ed. by V. In, P. Longhini and A. Palacios)2009

    • Author(s)
      Hiroyuki Torikai
    • Publisher
      Springer-Verlag
    • Related Report
      2008 Final Research Report
  • [Remarks]

    • URL

      http://ushiolab.sys.es.osaka-u.ac.jp/index-jp.html

    • Related Report
      2008 Final Research Report

URL: 

Published: 2007-04-01   Modified: 2016-04-21  

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