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2013 Fiscal Year Final Research Report

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

Research Project

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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
Keywords最適化 / 群知能 / 非線形力学系 / スパイキングニューロン
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.

  • Research Products

    (6 results)

All 2013 2012 2011

All Presentation (6 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
  • [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
  • [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
  • [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
  • [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
  • [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

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Published: 2015-06-25  

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