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Reinforced learning by the chaotic dynamics matching for robot control

Research Project

Project/Area Number 19680012
Research Category

Grant-in-Aid for Young Scientists (A)

Allocation TypeSingle-year Grants
Research Field Sensitivity informatics/Soft computing
Research InstitutionNagaoka University of Technology

Principal Investigator

TSUBONE Tadashi  Nagaoka University of Technology, 工学部・電気系, 准教授 (50334694)

Project Period (FY) 2007 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥25,220,000 (Direct Cost: ¥19,400,000、Indirect Cost: ¥5,820,000)
Fiscal Year 2009: ¥6,500,000 (Direct Cost: ¥5,000,000、Indirect Cost: ¥1,500,000)
Fiscal Year 2008: ¥10,920,000 (Direct Cost: ¥8,400,000、Indirect Cost: ¥2,520,000)
Fiscal Year 2007: ¥7,800,000 (Direct Cost: ¥6,000,000、Indirect Cost: ¥1,800,000)
Keywordsカオティックダイナミクス整合 / ロボット制御 / 強化学習
Research Abstract

Chaotic dynamics matching which can be applied for a dynamics of the control systems with high-speed and flexibly according to the condition and the task based on the chaos theory is proposed. It achieves the reinforcement learning system that acquires the action autonomous. The following results were achieved. The attraction domain for the identification learning control parameter was theoretically analyzed and the availability of the design approach was shown. The control and the learning characteristic in a real robot were clarified. The possibility to use of human brain information to learning was verified.

Report

(4 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (22 results)

All 2010 2009 2008 2007

All Journal Article (11 results) (of which Peer Reviewed: 11 results) Presentation (11 results)

  • [Journal Article] 極めて簡素な区分定数強制発振器にみられる同期現象2010

    • Author(s)
      坪根正, 稲葉真彦, 坪内孝司, 吉永哲哉
    • Journal Title

      電子情報通信学会論文誌A J99-A

      Pages: 375-383

    • NAID

      110008004247

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 極めて簡素な区分定数強制発振器にみられる同期現象2010

    • Author(s)
      坪根正, 稲葉真彦, 坪内孝司, 吉永哲哉
    • Journal Title

      電子情報通信学会論文誌A J99-A, 5

      Pages: 375-383

    • NAID

      110008004247

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Stabilizing Unknown Periodic Orbits of a Chaotic Spiking Oscillator, IEICE Transactions on Fundamentals of Electronics2009

    • Author(s)
      Tadashi Tsubone, Yasuhiro Wada
    • Journal Title

      Communications and Computer Sciences E92-A

      Pages: 1308-1315

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 近赤外分光法を用いた脳活動計測による動作肢の判別2009

    • Author(s)
      新出航, 坪根正, 和田安弘
    • Journal Title

      電子情報通信学会論文誌D J92-D, 9

      Pages: 1632-1642

    • NAID

      110007361137

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Stabilizing Unknown Periodic Orbits of a Chaotic Spiking Oscillator2009

    • Author(s)
      Tadashi Tsubone and Yasuhiro Wada
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences E92-A

      Pages: 1308-1315

    • NAID

      10026857596

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 仮想空間を利用した実空間のロボットのタスク学習2008

    • Author(s)
      坪根正, 栗本健一, 杉山晃一, 和田安弘
    • Journal Title

      電気学会論文誌C Vol.128,No.7

      Pages: 1222-1230

    • NAID

      10021133321

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 仮想空間を利用した実空間のロボットのタスク学習2008

    • Author(s)
      坪根正, 栗本健一, 杉山晃一, 和田安弘
    • Journal Title

      電気学会論文誌C Vol.128 No.7

      Pages: 1222-1230

    • NAID

      10021133321

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Chaos and Periodic Oscillation of a Multirate Sampled-Data Dynamical System, IEICE Transactions on Fundamentals of Electronics2007

    • Author(s)
      Tadashi Tsubone, Noriyoshi Kambayashi
    • Journal Title

      Communications and Computer Sciences E90-A

      Pages: 1924-1931

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Robot task learning based on reinforcement learning in virtual space2007

    • Author(s)
      Tadashi Tsubone, Koichi Sugiyama, Yasuhiro Wada
    • Journal Title

      Neural Information Processing - Letters and Reviews Vol.11No.7

      Pages: 165-174

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Chaos and Periodic Oscillation of a Multirate Sampled-Data Dynamical System2007

    • Author(s)
      Tadashi Tsubone and Noriyoshi Kambayashi
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences E90-A

      Pages: 1924-1931

    • NAID

      110007538106

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Robot task learning based on reinforcement learning in virtual space2007

    • Author(s)
      Tadashi Tsubone, Koichi Sugiyama and Yasuhiro Wada
    • Journal Title

      Neural Information Processing-Letters and Reviews Vol.11No.7

      Pages: 165-174

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] A Relation of NIRS signal and motor capability2009

    • Author(s)
      Masamichi Morihiro, Tadashi Tsubone, YasuhiroWada
    • Organizer
      the 31th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      ミネアポリス,アメリカ
    • Year and Date
      2009-09-04
    • Related Report
      2009 Annual Research Report
  • [Presentation] A discrete-time control approach for stabilizing unknown steady state of chaotic spiking oscillators2008

    • Author(s)
      Tadashi Tsubone and Yasuhiro Wada
    • Organizer
      2008 IEEE Workshop on Nonlinear Circuit Networks
    • Place of Presentation
      徳島, 日本
    • Year and Date
      2008-12-06
    • Related Report
      2008 Annual Research Report
  • [Presentation] A discrete-time control approach for stabilizing unknown steady state of chaotic systems2008

    • Author(s)
      Tadashi Tsubone, Kenichi Kurimoto, Yasuhiro Wada
    • Organizer
      The 2008 International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      ブダベスト, ハンガリー
    • Year and Date
      2008-09-09
    • Related Report
      2009 Final Research Report 2008 Annual Research Report
  • [Presentation] Possibility of reinforcement learning based on event-related potential2008

    • Author(s)
      Yuya Yamagishi, Tadashi Tsubone, and Yasuhiro Wada
    • Organizer
      The 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      バンクーバー, カナダ
    • Year and Date
      2008-08-22
    • Related Report
      2008 Annual Research Report
  • [Presentation] 動的カオス制御法に基づいた倒立振子の安定化2008

    • Author(s)
      栗本健一, 坪根正, 和田安弘
    • Organizer
      第35回知能システムシンポジウム論文集
    • Place of Presentation
      東京
    • Related Report
      2009 Final Research Report
  • [Presentation] Applicability to reinforcement signal of event-related potential2008

    • Author(s)
      Yuya Yamagishi
    • Organizer
      The 22nd SICE Symposium on Biological and Physiological Engineering
    • Place of Presentation
      中国
    • Related Report
      2007 Annual Research Report
  • [Presentation] Task Learning Based on Reinforcement Learning in Virtual Environment2007

    • Author(s)
      Tadashi Tsubone, Kenichi Kurimoto, Koichi Sugiyama, Yasuhiro Wada
    • Organizer
      The 15th International Conference on Neural Information Processing
    • Place of Presentation
      福岡
    • Year and Date
      2007-11-14
    • Related Report
      2009 Final Research Report
  • [Presentation] A dynamic controller with instantaneous state setting method for chaotic systems2007

    • Author(s)
      Tadashi Tsubone, Yasuhiro Wada
    • Organizer
      The 15th IEEE International Workshop on Nonlinear Dynamics of Electronic Systems
    • Place of Presentation
      徳島
    • Year and Date
      2007-06-24
    • Related Report
      2009 Final Research Report
  • [Presentation] 仮想環境内学習システムを用いた実空間のロボットのタスク学習2007

    • Author(s)
      栗本健一, 杉山晃一, 坪根正, 和田安弘
    • Organizer
      第20回回路とシステム(軽井沢)ワークショップ予稿集
    • Place of Presentation
      長野
    • Related Report
      2009 Final Research Report
  • [Presentation] Task Learning Based on Reinforcement Learningin Virtual Environment2007

    • Author(s)
      Tadashi Tsubone
    • Organizer
      The 15th International Conference on Neural Information Processing
    • Place of Presentation
      日本
    • Related Report
      2007 Annual Research Report
  • [Presentation] A dynamic controller with instantaneous state setting method for chaotic systems2007

    • Author(s)
      Tadashi Tsubone
    • Organizer
      The 15th IEEE International Workshop on Nonlinear Dynamics of Electronic Systems
    • Place of Presentation
      日本
    • Related Report
      2007 Annual Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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