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Digitization of the optimization method by the particle swarm governed by chaos dynamics

Research Project

Project/Area Number 26630172
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

Tsubone Tadasho  長岡技術科学大学, 工学研究科, 准教授 (50334694)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2016: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords粒子群最適化 / 非線形理論 / 非線形回路 / カオス
Outline of Final Research Achievements

This study has been intended to realize optimization method by the swarm intelligence in digital system. Using the deterministic model based on artificial neural circuit in previous study, we have aimed at the theory construction of hardware of the swarm intelligence.  As a result, we have realized two models and showed a correlation between parameters and performance quantitatively from the neural-chaos oscillator which was basic dynamics, and we have suggested design guidance. In addition, implemented circuits have been given to realize the movement of the particles on a programmable circuit, and we could show the behavior of the circuit and relations of the optimization performance and was able to establish the design guidance of an effective parameter. We have also been able to show that suggestion technique was effective in a dynamic problem.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (10 results)

All 2016 2015 2014

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 3 results,  Acknowledgement Compliant: 2 results) Presentation (7 results) (of which Int'l Joint Research: 4 results)

  • [Journal Article] Analysis of an optimizer based on piecewise-rotational chaotic system2016

    • Author(s)
      Yoshikazu Yamanaka and Tadashi Tsubone
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: Vol. E7-N, No. 4 Pages: 557-575

    • NAID

      130005605937

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] The cylinder manifold piecewise linear system: Analysis and implementation2015

    • Author(s)
      Kazuyuki Kimura, Shotaro Suzuki, Tadashi Tsubone and Toshimichi Saito
    • Journal Title

      Non- linear Theory and Its Applications, IEICE

      Volume: Vol. 6, No. 4 Pages: 488-498

    • NAID

      130005102334

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] An optimizer using swarm of chaotic dynamical particles2015

    • Author(s)
      Yoshikazu Yamanaka and Tadashi Tsubone
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 6 Issue: 1 Pages: 112-130

    • DOI

      10.1587/nolta.6.112

    • NAID

      130004960160

    • ISSN
      2185-4106
    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Tracking optima in dynamical prob- lems by a chaotic population based optimizer2016

    • Author(s)
      Yoshikazu Yamanaka and Tadashi Tsubone
    • Organizer
      2016 International Sym- posium on Nonlinear Theory and its Applications
    • Place of Presentation
      神奈川,日本
    • Year and Date
      2016-11-29
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 離散時間区分回転系の呈するカオスの分岐と回路実装2016

    • Author(s)
      疋田葉留,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
      兵庫,日本
    • Year and Date
      2016-09-16
    • Related Report
      2016 Annual Research Report
  • [Presentation] Synthesis and Analysis of Piecewise Rotational Chaos System for an Optimizer2015

    • Author(s)
      Yoshikazu Yamanaka and Tadashi Tsubone
    • Organizer
      Proc. of 2015 International Sympo- sium on Nonlinear Theory and its Applications
    • Place of Presentation
      香港,中国
    • Year and Date
      2015-12-01
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Population-based Optimization having de- terministic and discrete dynamics2015

    • Author(s)
      Yuya Kurita and Tadashi Tsubone
    • Organizer
      proc. of 2015 IEEE Congress on Evolutionary Computation
    • Place of Presentation
      仙台,日本
    • Year and Date
      2015-05-25
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A basic consideration of an opti- mizer based on piecewise rotational chaos system2015

    • Author(s)
      Yoshikazu Yamanaka and Tadashi Tsubone
    • Organizer
      proc. of 2015 IEEE Congress on Evolutionary Computation
    • Place of Presentation
      仙台,日本
    • Year and Date
      2015-05-25
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Basic Study of Integer Particle Swarm Optimization having Deterministic Dynamics2014

    • Author(s)
      Yuya Kurita and Tadashi Tsubone
    • Organizer
      2014 IEEE International Conference on Systems, Man, and Cybernetics
    • Place of Presentation
      San Diego, CA, USA
    • Year and Date
      2014-10-05 – 2014-10-08
    • Related Report
      2014 Research-status Report
  • [Presentation] A Basic Study of Integer Particle Swarm Optimization having Deterministic Dynamics2014

    • Author(s)
      Yoshikazu Yamanaka and Tadashi Tsubone
    • Organizer
      2014 International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      Luzern, Switzerland
    • Year and Date
      2014-09-14 – 2014-09-18
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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