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

• Project/Area Number: 22500132
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Intelligent informatics
• Research Institution: Kyushu 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: ¥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。

Research Products

• [Journal Article] A Trial of the Dynamic Weighted Sum Method for Multi-objective Optimization (2013)
  • 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
  • Peer Reviewed
• [Journal Article] An Analysis of Multiple Particle Swarm Optimizers with Inertia Weight for Multi-objective Optimization (2012)
  • Author(s): Hong Zhang
  • Journal Title: IAENG International Journal of Computer Science Volume: 39 Pages: 190-199
  • Peer Reviewed
• [Journal Article] A New Method of Cooperative PSO : Multiple Particle Swarm Optimizers with Inertia Weight Diversive Curiosity (2012)
  • 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
  • Peer Reviewed
• [Journal Article] The performance Analysis of an Improved PSOIW for Multi-objective Optimization (2012)
  • Author(s): Hong Zhang
  • Journal Title: IAENG International Journal of Computer Science Volume: 39(1) Pages: 34-41
  • Peer Reviewed
• [Journal Article] The pursuit of Evolutionary Particle Swarm Optimization (2012)
  • Author(s): Hong Zhang
  • Journal Title: Theory and New Applications of Swarm Intelligence Pages: 51-68
  • Peer Reviewed
• [Journal Article] Multiple Particle Swarm Optimizers with Inertia Weight with Diversive Curiosity and Its Performance test (2011)
  • Author(s): Hong Zhang
  • Journal Title: IAENG International Journal of Computer Science Volume: 38(2) Pages: 134-145
  • Peer Reviewed
• [Journal Article] A Newly Cooperative PSO-Multiple Particle Swarm Optimizers with Diversive Curiosity (2010)
  • Author(s): Hong Zhang
  • Journal Title: Intelligent Control and Computer Engineering, LNEE Volume: 70 Pages: 69-82
  • Peer Reviewed
• [Presentation] Multiple Particle Swarm Optimizers with Inertia Weight for Multiobjective Optimization (2012)
  • 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
• [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
• [Presentation] Assessment of An Evolutionary particle Swarm Optimizer with inertia Weight (2011)
  • Author(s): Hong Zhang
  • Organizer: 2011 IEEE Congress on Evolutionary Computation
  • Place of Presentation: New Orleans, USA
  • Year and Date: 2011-06-07
• [Presentation] An Analysis of Multiple Particle Swarm Optimizers with Inertia Weight with Diversive Curiosity (2011)
  • Author(s): Hong Zhang
  • Organizer: 2011 IEEE Congress on Evolutionary Computation
  • Place of Presentation: New Orleans, USA
  • Year and Date: 2011-06-07
• [Presentation] Multiple Particle Swarm Optimizers with Inertia Weight with Diversive Curiosity (2011)
  • 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
• [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
• [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
• [Presentation] A New Expansion of a Cooperative Particle Swarm Optimization (2010)
  • Author(s): Hong Zhang
  • Organizer: International Conference on Neural Information Processing(ICONIP2010)
  • Place of Presentation: Australia, Sydney
  • Year and Date: 2010-11-25
• [Presentation] The Performance Measurement of a Canonical Particle Swarm Optimizer with Diversive Curiosity (2010)
  • Author(s): Hong Zhang, Jie Zhang
  • Organizer: International Conference on Swarm Intelligence(ICSI2010)
  • Place of Presentation: China, Beijing
  • Year and Date: 2010-06-13