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Study on a dynamic information coding using chaotic synchronization in the spike coupled neural network

Research Project

Project/Area Number 24650120
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Sensitivity informatics/Soft computing
Research InstitutionFukuoka Institute of Technology

Principal Investigator

Yamaguchi Akihiro  福岡工業大学, 情報工学部, 准教授 (60281789)

Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2014: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2012: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsニューラルコーディング / カオス同期 / スパイクレスポンスモデル / セグメンテーション / バインディング問題 / GPGPU / スパイク応答モデル(SRM) / バインディング / 情報コーディング
Outline of Final Research Achievements

A synchronized response of two-dimensional coupled system of chaotic spike response neurons (CSRNs) is investigated in the view point of the neural coding. The spike response model is employed as a neuron model and extended to exhibit chaotic spike responses by adding a background sinusoidal oscillation. For the coupled system of two CSRNs, the parameter region where chaotic synchronization occurs, is obtained by the numerical analysis of synchronization ratio, auto-correlation and cross-correlation. For the two dimensional coupled system of CSRNs, synchronized responses to visual stimuli are analyzed as an index of segmentation and feature linking. Consequently, resulting chaotic neural assemblies have high correlation among neurons with similar input. These results indicate the possibility of feature linking using the chaotic synchronization of spike responses.

Report

(5 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (10 results)

All 2016 2015 2014 2013

All Journal Article (3 results) (of which Peer Reviewed: 2 results,  Open Access: 2 results,  Acknowledgement Compliant: 2 results) Presentation (7 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Feature Linking using Synchronized Responses in Chaotic Cellar Neural Networks for Visual Stimulus of Moving Objects2016

    • Author(s)
      Akihiro Yamaguchi, Satoshi Arakane, Masao Kubo
    • Journal Title

      Journal of Robotics, Networking and Artificial Life

      Volume: Vol.2, No.4 Issue: 4 Pages: 230-233

    • DOI

      10.2991/jrnal.2016.2.4.6

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Synchronized Response to Grayscale Image Inputs in Chaotic Cellular Neural Network2015

    • Author(s)
      Masayuki Fujiwara, Akihiro Yamaguchi, Masao Kubo
    • Journal Title

      Journal of Robotics, Networking and Artificial Life

      Volume: Vol.2, No.1 Issue: 1 Pages: 26-29

    • DOI

      10.2991/jrnal.2015.2.1.7

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] カオス的スパイクレスポンスモデルの二次元結合系における局所同期を用いた情報コーディング2014

    • Author(s)
      山口明宏
    • Journal Title

      福岡工業大学情報科学研究所所報

      Volume: 25 Pages: 1-6

    • NAID

      40020279714

    • Related Report
      2014 Research-status Report
  • [Presentation] カオス的セルラーニューラルネットワークにおける動的な視覚刺激に対する同期応答の解析2016

    • Author(s)
      山口 明宏, 荒金 聡, 久保 正男
    • Organizer
      日本応用数理学会 第12回 研究部会連合発表会
    • Place of Presentation
      神戸
    • Year and Date
      2016-03-04
    • Related Report
      2015 Annual Research Report
  • [Presentation] Feature Linking by Synchronized Response in Chaotic Cellar Neural Network for Visual Stimulus of Moving Objects2016

    • Author(s)
      Akihiro Yamaguchi, Satoshi Arakane, Masao Kubo
    • Organizer
      ICAROB2016 (The 2016 International Conference on Artificial Life and Robotics)
    • Place of Presentation
      沖縄
    • Year and Date
      2016-01-29
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] カオス的セルラーニューラルネットワークにおける画像入力に対する同期応答の解析2015

    • Author(s)
      藤原 正幸, 山口 明宏, 久保 正男
    • Organizer
      第11回 日本応用数理学会 研究部会連合発表会
    • Place of Presentation
      東京
    • Year and Date
      2015-03-06 – 2015-03-07
    • Related Report
      2014 Research-status Report
  • [Presentation] Synchronized Response to Grayscale Image Inputs in the Chaotic Cellular Neural Network2015

    • Author(s)
      Masayuki Fujiwara, Akihiro Yamaguchi, and Masao Kubo
    • Organizer
      ICAROB2015(The 2015 International Conference on Artificial Life and Robotics)
    • Place of Presentation
      大分
    • Year and Date
      2015-01-10 – 2015-01-12
    • Related Report
      2014 Research-status Report
  • [Presentation] カオス的スパイク応答型神経細胞モデルを用いたセルラーニューラルネットワーク2014

    • Author(s)
      山口明宏,藤原正幸,久保正男
    • Organizer
      第10回 日本応用数理学会 研究部会連合発表会
    • Place of Presentation
      京都大学(京都府京都市)
    • Related Report
      2013 Research-status Report
  • [Presentation] スパイク応答型神経細胞モデルの一次元結合系における局所的カオス同期について2013

    • Author(s)
      山口明宏,久保正男
    • Organizer
      日本応用数理学会2013年度年会
    • Place of Presentation
      アクロス福岡(福岡県福岡市)
    • Related Report
      2013 Research-status Report
  • [Presentation] スパイク応答型神経回路網におけるカオス同期について2013

    • Author(s)
      山口明宏,西村和樹
    • Organizer
      日本応用数理学会2013年研究部連合発表会
    • Place of Presentation
      東洋大学 白山キャンパス(東京都)
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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