• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Reinforcement Learning System for Assistive Motor Learning

Research Project

Project/Area Number 20300071
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Perception information processing/Intelligent robotics
Research InstitutionNara Institute of Science and Technology

Principal Investigator

SHIBATA Tomohiro  Nara Institute of Science and Technology, 情報科学研究科, 准教授 (40359873)

Co-Investigator(Kenkyū-buntansha) WADA Yoshirou  奈良県立医科大学, 医学部, 講師 (80240810)
Research Collaborator TAMEI Tomoya  奈良先端科学技術大学院大学, 情報科学研究科, 研究員 (40548434)
Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥17,550,000 (Direct Cost: ¥13,500,000、Indirect Cost: ¥4,050,000)
Fiscal Year 2010: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2009: ¥5,980,000 (Direct Cost: ¥4,600,000、Indirect Cost: ¥1,380,000)
Fiscal Year 2008: ¥9,880,000 (Direct Cost: ¥7,600,000、Indirect Cost: ¥2,280,000)
Keywords人間機械系 / 運動学習支援 / 強化学習 / ロボティクス / 生体計測
Research Abstract

In this study, an intelligent system for effectively assisting human motor learning has been developed and evaluated through assisting experiments. This system physically and cognitively assists motor learning with such devices as robots, observing the trainee's biological information such as motion. The system actively explores adaptive ways that are adaptive to the trainee's physical characteristics and learning ability, and that prevent the trainee from learning to completely depend on the system. The feasibility and plausibility of the system has been validated through experiments for which we chose dart throwing task as one of the simplest throwing tasks.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (33 results)

All 2011 2010 2009 2008 Other

All Journal Article (9 results) (of which Peer Reviewed: 6 results) Presentation (20 results) Book (1 results) Remarks (3 results)

  • [Journal Article] Fast Reinforcement Learning for Three-Dimensional Kinetic Human-Robot Cooperation with an EMG-to-activation Model.2011

    • Author(s)
      Tamei, T., Shibata T.
    • Journal Title

      Advanced Robotics 25(5)

      Pages: 563-580

    • NAID

      10028240079

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Fast Reinforcement Learning for Three-Dimensional Kinetic Human-Robot Cooperation with an EMG-to-activation Model2011

    • Author(s)
      Tomoya Tamei, Tomohiro Shibata
    • Journal Title

      Advanced Robotics

      Volume: 25/5 Pages: 563-580

    • NAID

      10028240079

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 動作とシンボル表現の相互変換のための原始シンボル空間を用いた全身動作パターンの内挿・外挿2010

    • Author(s)
      稲邑哲也, 柴田智広
    • Journal Title

      日本ロボット学会誌 21

      Pages: 144-153

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 複合現実環境内での輻輳性眼球運動の計測2010

    • Author(s)
      池田聖, 柴田智広, 和田佳郎
    • Journal Title

      直線加速感を測る客観的指標を求めて.画像ラボ 21

      Pages: 34-37

    • Related Report
      2010 Final Research Report
  • [Journal Article] 輻輳性眼球運動に基づく直線加速感評価のための複合現実環境の構築2010

    • Author(s)
      池田聖, 柴田智広, 和田佳郎
    • Journal Title

      64(2)

      Pages: 244-247

    • NAID

      10025988450

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 動作とシンボル表現の相互変換のための原始シンボル空間を用いた全身動作パターンの内挿・外挿2010

    • Author(s)
      稲邑哲也, 柴田智広
    • Journal Title

      日本ロボット学会誌

      Volume: 28/4 Pages: 144-153

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 複合現実環境内での輻輳性眼球運動の計測:直線加速感を測る客観的指標を求めて2010

    • Author(s)
      池田聖, 柴田智広, 和田佳郎
    • Journal Title

      画像ラボ

      Volume: 21 Pages: 34-37

    • Related Report
      2010 Annual Research Report
  • [Journal Article]2010

    • Author(s)
      柴田智広
    • Journal Title

      『ロボット情報学ハンドブック』10章 認知科学・認知ロボティクス 10.4.3 ロボットの機構をつくることによって人間の認知構造を理解する(2) 力学系,強化学習(ナノオプトニクス・エナジー出版局)

    • Related Report
      2009 Annual Research Report
  • [Journal Article] Policy Gradient Learning of Cooperative Interaction with a Robot Using User's Biological Signals2009

    • Author(s)
      Tomoya Tamei
    • Journal Title

      Advances in Neuro-Information Processing : Proceedings of the 15^<th> International Conference on Neuro-Information Processing, Springer LNCS 5507(in press)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] Exponential Family Tensor Factorization for Missing-Values Prediction and Anomaly Detection.2010

    • Author(s)
      Hayashi, K.
    • Organizer
      IEEE International Conference on Data Mining (ICDM 2010)
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2010-12-17
    • Related Report
      2010 Final Research Report
  • [Presentation] Exponential Family Tensor Factorization for Missing-Values Prediction and Anomaly Detection2010

    • Author(s)
      Hayashi Kohei
    • Organizer
      IEEE International Conference on Data Mining (ICDM 2010)
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2010-12-17
    • Related Report
      2010 Annual Research Report
  • [Presentation] Adaptive Robotic Training for Darts based on Comparisons of Experts and Non-experts.2010

    • Author(s)
      Shibata, T.
    • Organizer
      The 28th Annual Conference of the Robotics Society of Japan
    • Place of Presentation
      Nagoya, Japan.
    • Year and Date
      2010-09-22
    • Related Report
      2010 Final Research Report
  • [Presentation] Adaptive Robotic Training for Darts based on Comparisons of Experts and Non-experts2010

    • Author(s)
      Tomohiro Shihata
    • Organizer
      The 28^<th> Annual Conference of the Robotics Society of Japan
    • Place of Presentation
      Nagoya Institute of Technology
    • Year and Date
      2010-09-22
    • Related Report
      2010 Annual Research Report
  • [Presentation] 健常人の傾斜感覚に対する耳石器代行装置の効果2010

    • Author(s)
      和田佳郎
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      京都市
    • Year and Date
      2010-07-27
    • Related Report
      2010 Final Research Report
  • [Presentation] 健常人の傾斜感覚に対する耳石器代行装置の効果2010

    • Author(s)
      和田佳郎
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      京都大学
    • Year and Date
      2010-07-27
    • Related Report
      2010 Annual Research Report
  • [Presentation] Three-Dimensional Virtual Force Sensing for Kinetic Interaction with a Robot.2010

    • Author(s)
      為井智也
    • Organizer
      5th IEEE International Conference on Systems of Systems Engineering (SoSE 2010)
    • Place of Presentation
      Loughborough, UK
    • Year and Date
      2010-06-23
    • Related Report
      2010 Final Research Report
  • [Presentation] Three-Dimensional Virtual Force Sensing for Kinetic Interaction with a Robot2010

    • Author(s)
      Tomoya Tamei
    • Organizer
      5th IEEE International Conference on Systems of Systems Engineering (SoSE 2010)
    • Place of Presentation
      Loughborough, UK
    • Year and Date
      2010-06-23
    • Related Report
      2010 Annual Research Report
  • [Presentation] ダーツ投擲動作における熟達者と非熟達者の比較2009

    • Author(s)
      大林千尋
    • Organizer
      第24回生体・生理工学シンポジウム
    • Place of Presentation
      仙台市
    • Year and Date
      2009-09-25
    • Related Report
      2010 Final Research Report
  • [Presentation] ダーツ投擲動作における熟達者と非熟達者の比較2009

    • Author(s)
      大林千尋, 為井智也, 柴田智広, 池田和司
    • Organizer
      第24回生体・生理工学シンポジウム
    • Place of Presentation
      東北大学(宮城県)
    • Year and Date
      2009-09-25
    • Related Report
      2009 Annual Research Report
  • [Presentation] Comparison of experts and beginners in throwing darts based on optimization criteria2009

    • Author(s)
      Obayashi, C., Tamei, T., Imai, A., Tomohiro Shibata
    • Organizer
      31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Minnesota, USA
    • Year and Date
      2009-09-04
    • Related Report
      2009 Annual Research Report
  • [Presentation] Comparison of experts and beginners in throwing darts based on optimization criteria.2009

    • Author(s)
      大林千尋
    • Organizer
      The 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Minnesota, USA.
    • Year and Date
      2009-09-02
    • Related Report
      2010 Final Research Report
  • [Presentation] ユーザーの生体情報を用いたロボットとの力覚的協調の強化学習2009

    • Author(s)
      為井智也
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      松山市
    • Year and Date
      2009-03-18
    • Related Report
      2010 Final Research Report
  • [Presentation] ユーザーの生体情報を用いたロボットとの力覚的協調の強化学習2009

    • Author(s)
      為井智也, 柴田智広
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      愛媛県松山市
    • Year and Date
      2009-03-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] 熟達者と非熟達者によるダーツ投擲の筋活動と精度2009

    • Author(s)
      今井暁
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      町田市
    • Year and Date
      2009-03-12
    • Related Report
      2010 Final Research Report
  • [Presentation] 熟達者と非熟達者によるダーツ投擲の筋活動と精度2009

    • Author(s)
      今井 暁, 為井智哉, 柴田智広, 池田和司
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      東京都町田市
    • Year and Date
      2009-03-12
    • Related Report
      2008 Annual Research Report
  • [Presentation] Policy Gradient Learning of Cooperative Interaction with a Robot Using User's Biological Signals.2008

    • Author(s)
      為井智也
    • Organizer
      The 15th International Conference on Neural Information Processing
    • Place of Presentation
      Auckland, NZ
    • Year and Date
      2008-11-27
    • Related Report
      2010 Final Research Report
  • [Presentation] Policy Gradient Learning of Cooperative Interaction with a Robot Using User's Biological Signals2008

    • Author(s)
      Tomoya Tamei, Tomohiro Shibata
    • Organizer
      15th International Conference on NeuralInformation Processing (ICONIP 2008)
    • Place of Presentation
      Auckland, New Zealand
    • Year and Date
      2008-11-27
    • Related Report
      2008 Annual Research Report
  • [Presentation] Reinforcement Learning for Assisting Humans.2008

    • Author(s)
      Shibata, T.
    • Organizer
      IEEE/RSJ International Conference on Intelligent Robots and Systems
    • Place of Presentation
      Nice, France
    • Year and Date
      2008-09-22
    • Related Report
      2010 Final Research Report
  • [Presentation] Reinforcement Learning for Assisting Humans2008

    • Author(s)
      Tomohiro Shibata
    • Organizer
      IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2008)
    • Place of Presentation
      Nice, France
    • Year and Date
      2008-09-22
    • Related Report
      2008 Annual Research Report
  • [Book] ナノオプトニクスエナジー ロボット情報学ハンドブック2010

    • Author(s)
      柴田智広
    • Related Report
      2010 Final Research Report
  • [Remarks] ホームページ等

    • URL

      http://hawaii.naist.jp/~tom/kaken/

    • Related Report
      2010 Final Research Report
  • [Remarks]

    • URL

      http://hawaii.naist.jp/~tom/kaken/

    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://hawaii.naist.jp/-tom/research/currentresearch/current03.html

    • Related Report
      2009 Annual Research Report

URL: 

Published: 2008-04-01   Modified: 2016-04-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi