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Study on Body Dynamics Formation and Pattern Generation for Motor/Action Learning

Research Project

Project/Area Number 14350227
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Control engineering
Research InstitutionTokyo Institute of Technology

Principal Investigator

ITO Koji  Tokyo Institute of Technology, Department of Computational Intelligence and Systems Sciences, Professor, 大学院・総合理工学研究科, 教授 (30023310)

Co-Investigator(Kenkyū-buntansha) MATSUNO Fumitoshi  The University of Electro-Communications, Department of Mechanical Engineering and Intelligent Systems, Professor, 知能機械工学科, 教授 (00190489)
SHIBATA Katsunari  Oita University, Faculty of Engineering, Associate Professor, 工学部, 助教授 (10260522)
KONDO Toshiyuki  Tokyo Institute of Technology, Department of Computational Intelligence and Systems Sciences, Assistant Professor, 大学院・総合理工学研究科, 助手 (60323820)
Project Period (FY) 2002 – 2005
Project Status Completed (Fiscal Year 2005)
Budget Amount *help
¥14,600,000 (Direct Cost: ¥14,600,000)
Fiscal Year 2005: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 2004: ¥2,400,000 (Direct Cost: ¥2,400,000)
Fiscal Year 2003: ¥5,300,000 (Direct Cost: ¥5,300,000)
Fiscal Year 2002: ¥6,200,000 (Direct Cost: ¥6,200,000)
Keywordsmotor adaptation / dynamic environment / internal model / sensorimotor mapping / brain nervous system / 運動制御 / 拘束ダイナミクス / 上肢到達運動 / 環境認知モデル / 生体システム / ロボティクス / 自己組織化
Research Abstract

(1) Biological system has the ability of appropriately and rapidly constraining their sensorimotor mapping in real-time, even though they are situated in unknown environments. Based on the biological evidences, we proposed a computational motor adaptation model with a context-based environmental cognition, which is called CPG-CM (Central Pattern Generators with Constraints Modulation). It is basically consists of three components ; Brain nervous system, Body and Environments. Here, the body and environment correspond to the dynamics of musculo-skeletal system and external worlds, respectively. We built up the brain nervous system (RNN and CPG) which could generate an appropriate motion pattern based on a time-series of the proprioceptive feedbacks (i.e. context-based cognition). As an example, it was applied to a redundant manipulator control for a crank rotation. It was then demonstrated that the proposed model could recognize the change of external environment through the time-series … More observation of the system state variables and evoke CPG parameters to maintain the crank rotation.
(2) To manipulate objects or to use tools, humans must compensate for the resultant forces arising from interaction with the physical environment. Recent studies have shown that humans can acquire a neural representation of the relation between motor command and movement, i.e. learn an internal model of the environment dynamics. Then, we can compensate for the mechanical perturbation in a feedforward manner. We investigated whether humans could identify one side of dynamics from the mixed force field in the case where humans had experienced either of them. The experimental results suggested that the orthogonality of force vectors loaded to the hand played an important role to identify the environment dynamics. Though it is necessary to verify the various combinations of force fields, these results gave topics of much interest on the spatial representation in sensory area through the somatosensory feedback and the formation of body image. Less

Report

(5 results)
  • 2005 Annual Research Report   Final Research Report Summary
  • 2004 Annual Research Report
  • 2003 Annual Research Report
  • 2002 Annual Research Report
  • Research Products

    (39 results)

All 2006 2005 2004 Other

All Journal Article (24 results) Book (3 results) Publications (12 results)

  • [Journal Article] 上肢到達運動における動的環境に対する筋・関節の協調適応機構2006

    • Author(s)
      土井 真, 近藤敏之, 伊藤宏司
    • Journal Title

      自律分散システム・ジンポジウム講演論文集

      Pages: 129-134

    • NAID

      10022566243

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 複数の動的環境に対する人間の運動学習2006

    • Author(s)
      今井 努, 近藤敏之, 伊藤宏司
    • Journal Title

      自律分散システム・ジンポジウム講演論文集

      Pages: 169-174

    • NAID

      10022566322

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Periodic Motion Control by Modulating CPG Parameters based on Time-Series Recognition2005

    • Author(s)
      Toshiyuki Kondo
    • Journal Title

      Lecture Notes in Artificial Intelligence 3630

      Pages: 906-915

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 拘束条件の実時間選択による運動生成2005

    • Author(s)
      近藤敏之
    • Journal Title

      計測と制御 44-9

      Pages: 596-601

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Periodic Motion Control by Modulating CPG Parameters based on Time-Series Recognition2005

    • Author(s)
      T.Kondo, K.Ito
    • Journal Title

      Lecture Notes in Artificial Intelligence 3630

      Pages: 906-915

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Motion Pattern Generation based on On-line Selection of Constraint Conditions2005

    • Author(s)
      T.Kondo, K.Ito
    • Journal Title

      Journal of the Society of Instrument and Control Engineers 44-9

      Pages: 596-601

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Periodic Motion Control by Modulating CPG Parameters based on Time-Series Recognition2005

    • Author(s)
      Toshiyuki Kondo, Koji Ito
    • Journal Title

      Lecture Notes in Artificial Intelligence 3630

      Pages: 906-915

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 拘束条件の実時間選択による運動生成2005

    • Author(s)
      近藤敏之, 伊藤宏司
    • Journal Title

      計測と制御 44-9

      Pages: 596-601

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Impedance Adaptation of Arm Movements under Dynamic Environments2005

    • Author(s)
      Koji Ito, Takeshi Sakurada, Makoto Doi, Toshiyuki Kondo
    • Journal Title

      Proceeding of SICE Annual Conference 2005 WP1-03-02

      Pages: 3305-3310

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Motion Pattern Generation for Multi-link System based on Distributed Kinematics and Dynamics with Time Delay2005

    • Author(s)
      Tomoaki Nagano, Toshiyuki Kondo, Koji Ito
    • Journal Title

      Proceeding of SICE Annual Conference 2005

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Biological Arm Motion through Reinforcement Learning2004

    • Author(s)
      Jun Izawa
    • Journal Title

      Biological Cybernetics 91

      Pages: 10-22

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Reinforcement Learning with Evolutionary State Recruitment Strategy for Autonomous Mobile Robots Control2004

    • Author(s)
      Toshiyuki Kondo
    • Journal Title

      Robotics and Autonomous Systems 46

      Pages: 111-124

    • NAID

      10011714335

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 拘束ルール抽出機構を用いた自律移動ロボットの段階的行動学習2004

    • Author(s)
      近藤敏之
    • Journal Title

      計測自動制御学会論文集 40-3

      Pages: 353-360

    • NAID

      10012681646

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Converting General Nonlinear Programming Problems into Separable Programming Problems with Feedforward Neural Networks2004

    • Author(s)
      Bao-Liang Lu
    • Journal Title

      Neural Networks 16

      Pages: 1059-1074

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Biological Arm Motion through Reinforcement Learning,2004

    • Author(s)
      J.Izawa, T.Kondo, K.Ito
    • Journal Title

      Biological Cybernetics Vol.91, No.1

      Pages: 10-22

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Reinforcement Learning with Evolutionary State Recruitment Strategy for Autonomous Mobile Robots Control2004

    • Author(s)
      T.Kondo, K.Ito
    • Journal Title

      Robotics and Autonomous Systems vol.46, no.2

      Pages: 111-124

    • NAID

      10011714335

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] An Incremental Behavior Learning using Constraints Rules Extraction Mechanism for Autonomous Mobile Robot2004

    • Author(s)
      T.Kondo, K.Ito
    • Journal Title

      Trans.of the Society of Instrument and Control Engineers 40-3

      Pages: 353-360

    • NAID

      10012681646

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Converting General Nonlinear Programming Problems into Separable Programming Problems with Feedforward Neural Networks2004

    • Author(s)
      Bao-Liang Lu, K.Ito
    • Journal Title

      Neural Networks vol.16

      Pages: 1059-1074

    • NAID

      10012745102

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Biological Arm Motion through Reinforcement Learning2004

    • Author(s)
      Jun Izawa, Toshiyuki Kondo, Koji Ito
    • Journal Title

      Biological Cybernetics 91-1

      Pages: 10-22

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Skill Acquisition of the Reaching Motion with Holding a Tool2004

    • Author(s)
      Koji Ito, Toshiyuki Kondo
    • Journal Title

      Proc. of Inter. Conf. on Intelligent Manipulation and Grasping

      Pages: 52-57

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Upper-Limb Impedance Adjustment Mechanism for Dynamic Environments2004

    • Author(s)
      Koji Ito, Kenta Kawakami, Jun Izawa, Toshiyuki Kondo
    • Journal Title

      Proc. of SICE Annual Conference

      Pages: 2660-2664

    • NAID

      110003232511

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Skilled Actions : Human Motor Impedances2004

    • Author(s)
      Koji Ito
    • Journal Title

      Advanced Knowledge International

      Pages: 26-31

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Motion Pattern Generation for Multi-link System based on Distributed Kinematics and Dynamics2004

    • Author(s)
      Tomoaki Nagano, Toshiyuki Kondo, Koji Ito
    • Journal Title

      Proc. of SICE Annual Conference

      Pages: 2665-2669

    • NAID

      130005441029

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 観測時系列に基づく拘束条件の実時間選択による周期運動パターン生成2004

    • Author(s)
      染井隆徳, 近藤敏之, 伊藤宏司
    • Journal Title

      第16回自律分散システム・シンポジウム資料

      Pages: 47-52

    • Related Report
      2004 Annual Research Report
  • [Book] 身体知システム論 -ヒューマンロボティクスによる運動の学習と制御-2005

    • Author(s)
      伊藤宏司
    • Total Pages
      395
    • Publisher
      共立出版
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Book] Systems Theory of Embodied Motor Intelligence - Motor Learning and Control for Human-Robotics -2005

    • Author(s)
      K.Ito
    • Total Pages
      395
    • Publisher
      Kyoritsu Shuppan Co., Ltd
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Book] 身体知システム論-ヒューマンロボティクスによる運動の学習と制御-2005

    • Author(s)
      伊藤宏司
    • Total Pages
      395
    • Publisher
      共立出版
    • Related Report
      2005 Annual Research Report
  • [Publications] Norihiko Itoh, Toshiyuki Kondo, Koji Ito: "An Incremental Behavior Learning Based on Reinforcement Learning with Schema Extraction Mechanism for Autonomous Mobile Robot"Proceedings of SICE Annual Conference 2003. TAII-12-1 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Bao-Liang Lu, Koji Ito: "Converting General Nonlinear Programming Problems into Separable Programming Problems with Feedforward Neural Networks"Neural Netwroks. 16-7. 1059-1074 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 井澤 淳, 近藤敏之, 伊藤宏司: "状態予測機構を用いた強化学習による運動学習モデル"計測自動制御学会論文集. 39-7. 679-687 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 柴田克成, 上田雅英, 伊藤宏司: "強化学習による個性・社会性の発現・文化モデル"計測自動制御学会論文集. 39-5. 494-502 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Koji Ito, Mikiko Hori, Toshio Kondo: "The Impedance and Position Control of the Robot Manipulator by the EMG signal"Proceedings of XVII IMEKO World Congress. 2040-2044 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Jun Izawa, Toshiyuki Kondo, Koji Ito: "Motor Learning Model using Reinforcement Learning with Neural Internal Model"Proceedings of IEEE International Conference on Robotics and Automation. ThA8-3 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 柴田克成, 上田雅英, 伊藤宏司: "強化学習による個性・社会性の発現・分化モデル"計測自動制御学会論文集. 39(掲載予定). (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] Jun Izawa, Toshiyuki Kondo, Koji Ito: "Biological Robot Arm Motion through Reinforcement Learning"Proceedings of International Conference on Robotics and Automation (ICRA). (CD-ROM). WAII-11-3 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Yoshiyuki Wakamatsu, Toshiyuki kondo, Koji Ito: "A Computational Emotion Model based on the Prosodic Component of Speech Sounds"Proceedings of International Conference on Robotics and Automation (ICRA). (CD-ROM). WP-5II-7 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Mikiko Hori, Toshiyuki Kondo, Koji Ito: "EMG controlled manipulation with variable viscoelastic characteristics"Proceedings of 2002 IEEE International Conference on Systems, Man and Cybernetics (SMC'02). (CD-ROM). MP2J2 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Toshiyuki Kondo, Koji Ito: "A Reinforcement Learning with Adaptive State Space Recruitment Strategy for Real Autonomous Mobile Robots"Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'02). (CD-ROM). 393 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Edwardo A.Y.Murakami, T.Yamada, T.Kondo, K.Ito: "Performance Evaluation of Bilateral Micro-Teleoperation Systems based on Man-Machine Dynamic Characteristics"Proceedings of SICE Annual Conference 2002. (CD-ROM). (2002)

    • Related Report
      2002 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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