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Realization of swarm intelligence by spiking neurons, and its new development

Research Project

Project/Area Number 23656252
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Communication/Network engineering
Research InstitutionNagaoka University of Technology

Principal Investigator

TADASHI Tsubone  長岡技術科学大学, 工学部, 准教授 (50334694)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2013: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2012: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2011: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywords最適化 / 群知能 / 非線形力学系 / スパイキングニューロン / 粒子群 / スパイク / ニューロン
Research Abstract

In this study, we developed nonlinear procedure to optimize various problems by swarm intelligence, and the hardware realization by spiking neurons and the application for the engineering are considered. Therefore we realized the swarm intelligence optimization technique with a particle influenced by deterministic dynamics system with spiking neurons. The system is based on a neuronal model of the discrete time and asynchronous system, and by applying the searching mechanism that used chaos dynamics, we succeeded in realization of high-performance optimization technique in the system. Furthermore, we realized deterministic particle swarm optimization procedure of the integer type to facilitate implementation in FPGA and showed what it operates fast.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (12 results)

All 2013 2012 2011 Other

All Presentation (12 results)

  • [Presentation] An idea of Novel Optimizer using Swarm of Chaotic Dynamical Particles2013

    • Author(s)
      Yoshikazu Yamanaka and Tadashi Tsubone
    • Organizer
      Proc. of 2013 International Symposium on Nonlinear Theory and its Applications (NOLTA2011)
    • Year and Date
      2013-09-10
    • Related Report
      2013 Final Research Report
  • [Presentation] 区分定数発振器に基づいた離散粒子群最適化手法2013

    • Author(s)
      栗田裕弥, 山仲芳和, 坪根正
    • Organizer
      電子情報通信学会非線形問題研究会, 信学技報
    • Place of Presentation
      (NLP2013-26)
    • Year and Date
      2013-07-08
    • Related Report
      2013 Final Research Report
  • [Presentation] A Basic Concept of Particle Swarm Optimization based on Chaos Spike Oscillator2012

    • Author(s)
      Yoshikazu Yamanaka and Tadashi Tsubone
    • Organizer
      Proc. of the 2012 IEEE Workshop on Nonlinear Circuit Networks
    • Year and Date
      2012-12-14
    • Related Report
      2013 Final Research Report
  • [Presentation] A Basic Study on Particle Swarm Optimization Based on Chaotic Spike Oscillator Dynamics2012

    • Author(s)
      Yoshikazu Yamanaka and Tadashi Tsubone
    • Organizer
      Proc. of International Conference on Neural Infomation Processing 2012, partIII, LNCS7665
    • Year and Date
      2012-11-14
    • Related Report
      2013 Final Research Report
  • [Presentation] Stability Transformation Method for Unstable Periodic Orbits and Its Realization2011

    • Author(s)
      Kawai Yuki and Tadashi Tsubone
    • Organizer
      Proc. of Third International Workshop on Nonlinear Maps and their Applications (NOMA)
    • Year and Date
      2011-09-15
    • Related Report
      2013 Final Research Report
  • [Presentation] Control of Inter-Spike-Interval Density of Piecewise -Constant Chaotic Spiking Oscillator with Dead-Time2011

    • Author(s)
      Tahahiro Aoki and Tadashi Tsubone
    • Organizer
      Proc. of 20th European Conference on Circuit Theory and Design (ECCTD)
    • Year and Date
      2011-08-29
    • Related Report
      2013 Final Research Report
  • [Presentation] Control of Inter-Spike-Interval Density of Piecewise-Constant Chaotic Spiking Oscillator with Dead-Time2011

    • Author(s)
      Tahashi Aoki, Tadashi Tsubone
    • Organizer
      20thEuropean Conference on Circuit Theory and Design
    • Place of Presentation
      スウェーデン
    • Related Report
      2011 Research-status Report
  • [Presentation] Stability Transformation Method for UnstablePeriodic Orbits and Its Realization2011

    • Author(s)
      Kawai Yuki, Tadashi Tsubone
    • Organizer
      Third International Workshop onNonlinear Maps and their Applications
    • Place of Presentation
      ポルトガル
    • Related Report
      2011 Research-status Report
  • [Presentation] An idea of Novel Optimizer using Swarm of Chaotic Dynamical Particles

    • Author(s)
      Yoshikazu Yamanaka, Tadashi Tsubone
    • Organizer
      2013 International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      Santa Fe, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] 区分定数発振器に基づいた離散粒子群最適化手法

    • Author(s)
      栗田裕弥,山仲芳和,坪根正
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      宮古,沖縄県
    • Related Report
      2013 Annual Research Report
  • [Presentation] A Basic Study on Particle Swarm Optimization Based on Chaotic Spike Oscillator Dynamics,

    • Author(s)
      Yoshikazu Yamanaka and Tadashi Tsubone
    • Organizer
      International Conference on Neural Infomation Processing(ICONIP2012)
    • Place of Presentation
      ドーハ,カタール
    • Related Report
      2012 Research-status Report
  • [Presentation] A Basic Concept of Particle Swarm Optimization based on Chaos Spike Oscillator

    • Author(s)
      Yoshikazu Yamanaka and Tadashi Tsubone
    • Organizer
      The 2012 IEEE Workshop on Nonlinear Circuit Newtworks(NCN' 2012)
    • Place of Presentation
      徳島,日本
    • Related Report
      2012 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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