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好奇心駆動型の知的な多スウォームの探索方法による動的システムの知識獲得

Research Project

Project/Area Number 22500132
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionKyushu Institute of Technology

Principal Investigator

章 宏  九州工業大学, 生命体工学研究科, 助教 (30235709)

Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2012: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2011: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords粒子群最適化 / 群知能 / 拡散的好奇心 / 大域的探索と局所的探索 / ハイブリッド探索 / 多スウォーム探索 / 多目的最適化
Research Abstract

平成24年度において、第一に、好奇心駆動型の知的な多スウォーム探索法のベースとする多スウォーム探索のMPSOIW(Multiple Particle Swarm Optimizers with Inertia Weight)方法の有用性を調べるため、多目的最適化に適用した。得られた計算機実験の結果より、探索コストと各粒子群の間の協調動作を配慮せず、その高い探索性能が検証できた。
第二に、探索環境の変化を感知可能なセンサーに関して、計算コストの要因を考慮しない状態で変動中の最適解を精度よく推定するために、平均値推定手法ではなく確率的推定手法を用いた方が予測誤差は小さいことを判明した。これによって、少ない探索で最適解を見出すことができる。
第三に、動的な探索環境の下でLoevensteinの提唱した好奇心発生の仮説に対し、環境変化を感知可能なセンサーの導入で工学的に説明することが可能である。
第四に、擬似動的な探索環境の条件下で知的な多スウォーム探索システムを構築し、その実行性と整合性の検証を行った。

Report

(3 results)
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (16 results)

All 2013 2012 2011 2010

All Journal Article (7 results) (of which Peer Reviewed: 7 results) Presentation (9 results)

  • [Journal Article] A Trial of the Dynamic Weighted Sum Method for Multi-objective Optimization2013

    • Author(s)
      Hong Zhang
    • Journal Title

      IAENG Transactions on Electrical Engineering - Special Issue of the International Multi Conference of Engineers and Computer Scientists 2012

      Volume: 1 Pages: 201-214

    • DOI

      10.1142/9789814439084_0016

    • ISBN
      9789814439077, 9789814439084
    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Analysis of Multiple Particle Swarm Optimizers with Inertia Weight for Multi-objective Optimization2012

    • Author(s)
      Hong Zhang
    • Journal Title

      IAENG International Journal of Computer Science

      Volume: 39 Pages: 190-199

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A New Method of Cooperative PSO : Multiple Particle Swarm Optimizers with Inertia Weight Diversive Curiosity2012

    • Author(s)
      Hong Zhang
    • Journal Title

      Intelligent Control and Computer Engineering, LNEE

      Volume: 110 Pages: 149-162

    • DOI

      10.1007/978-1-4614-1695-1_12

    • ISBN
      9781461416944, 9781461416951
    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The performance Analysis of an Improved PSOIW for Multi-objective Optimization2012

    • Author(s)
      Hong Zhang
    • Journal Title

      IAENG International Journal of Computer Science

      Volume: 39(1) Pages: 34-41

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The pursuit of Evolutionary Particle Swarm Optimization2012

    • Author(s)
      Hong Zhang
    • Journal Title

      Theory and New Applications of Swarm Intelligence

      Pages: 51-68

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multiple Particle Swarm Optimizers with Inertia Weight with Diversive Curiosity and Its Performance test2011

    • Author(s)
      Hong Zhang
    • Journal Title

      IAENG International Journal of Computer Science

      Volume: 38(2) Pages: 134-145

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Newly Cooperative PSO-Multiple Particle Swarm Optimizers with Diversive Curiosity2010

    • Author(s)
      Hong Zhang
    • Journal Title

      Intelligent Control and Computer Engineering, LNEE

      Volume: 70 Pages: 69-82

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] Multiple Particle Swarm Optimizers with Inertia Weight for Multiobjective Optimization2012

    • Author(s)
      Hong Zhang
    • Organizer
      International MultiConference of Engineers and Computer Scientists 2012
    • Place of Presentation
      Hong Kong, China
    • Year and Date
      2012-03-16
    • Related Report
      2011 Annual Research Report
  • [Presentation] 多目的評価マルチ慣性重み付き粒子群最適化器の探索性能2011

    • Author(s)
      章宏
    • Organizer
      電子情報通信学会技術研究報告
    • Place of Presentation
      沖縄大学,日本
    • Year and Date
      2011-06-24
    • Related Report
      2011 Annual Research Report
  • [Presentation] Assessment of An Evolutionary particle Swarm Optimizer with inertia Weight2011

    • Author(s)
      Hong Zhang
    • Organizer
      2011 IEEE Congress on Evolutionary Computation
    • Place of Presentation
      New Orleans, USA
    • Year and Date
      2011-06-07
    • Related Report
      2011 Annual Research Report
  • [Presentation] An Analysis of Multiple Particle Swarm Optimizers with Inertia Weight with Diversive Curiosity2011

    • Author(s)
      Hong Zhang
    • Organizer
      2011 IEEE Congress on Evolutionary Computation
    • Place of Presentation
      New Orleans, USA
    • Year and Date
      2011-06-07
    • Related Report
      2011 Annual Research Report
  • [Presentation] Multiple Particle Swarm Optimizers with Inertia Weight with Diversive Curiosity2011

    • Author(s)
      Hong Zhang
    • Organizer
      2011 International Multi Conference of Engineers and Computer Scientists(IMECS2011)
    • Place of Presentation
      China, Hong Kong
    • Year and Date
      2011-03-17
    • Related Report
      2010 Annual Research Report
  • [Presentation] 拡散的好奇心を用いたマルチ慣性重み付き粒子群最適化器の探索性能2011

    • Author(s)
      章宏
    • Organizer
      電子情報通信学会技術研究報告
    • Place of Presentation
      玉川大学工学部(東京都町田市)
    • Year and Date
      2011-03-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] 進化的慣性重み付き粒子群最適化器の一提案2011

    • Author(s)
      章宏
    • Organizer
      電子情報通信学会技術研究報告
    • Place of Presentation
      北海道大学百年記念会館(北海道札幌市)
    • Year and Date
      2011-01-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] A New Expansion of a Cooperative Particle Swarm Optimization2010

    • Author(s)
      Hong Zhang
    • Organizer
      International Conference on Neural Information Processing(ICONIP2010)
    • Place of Presentation
      Australia, Sydney
    • Year and Date
      2010-11-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] The Performance Measurement of a Canonical Particle Swarm Optimizer with Diversive Curiosity2010

    • Author(s)
      Hong Zhang, Jie Zhang
    • Organizer
      International Conference on Swarm Intelligence(ICSI2010)
    • Place of Presentation
      China, Beijing
    • Year and Date
      2010-06-13
    • Related Report
      2010 Annual Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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