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Learning generative models for stylistic whole-body motions and its online adaptation

Research Project

Project/Area Number 22700177
Research Category

Grant-in-Aid for Young Scientists (B)

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

Principal Investigator

MATSUBARA Takamitsu  奈良先端科学技術大学院大学, 情報科学研究科, 助教 (20508056)

Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2012: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2011: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords全身運動 / 生成モデル学習 / 個性 / スタイル / モーションキャプチャ / EMG / 個人適応 / 次元削減 / 動的システム
Research Abstract

In this research project, we developed novel algorithms for learning generative models of a whole-body human motions, that can explicitly capture the style of the motion sequence, and for estimating both state and style variables of the model from non-stationary unlabeled sequential observations. The applicability and effectiveness of the developed algorithms were demonstrated through several applications such as real-time prediction of motion capture data, imitation learning of motor skills by humanoid robots, and learning myoelectric-robot interfaces.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (32 results)

All 2013 2012 2011 2010 Other

All Journal Article (10 results) (of which Peer Reviewed: 10 results) Presentation (22 results)

  • [Journal Article] Bilinear Modeling of EMG Signals to Extract User-Independent Features for Multi-User Myoelectric Interface2013

    • Author(s)
      Takamitsu Matsubara and Jun Morimoto
    • Journal Title

      IEEE Transactions on Biomedical Engineering

      Volume: 10 Pages: 1109-1109

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] 多重時系列データ解析のための正準多重整列法2013

    • Author(s)
      松原崇充, 森本淳
    • Journal Title

      電子情報通信学会論文誌

      Volume: No.2 Pages: 298-305

    • NAID

      110009577722

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Bilinear Modeling of EMG Signals to Extract User-Independent Features for Multi-User Myoelectric Interface2013

    • Author(s)
      Takamitsu Matsubara
    • Journal Title

      IEEE Transactions on Biomedical Engineering

      Volume: 99 Issue: 8 Pages: 1-10

    • DOI

      10.1109/tbme.2013.2250502

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 多重時系列データ解析のための正準多重整列法2013

    • Author(s)
      松原崇充
    • Journal Title

      電子情報通信学会論文誌

      Volume: J96-D Pages: 298-305

    • NAID

      110009577722

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Real-time Stylistic Prediction for Whole-Body Human Motions2012

    • Author(s)
      Takamitsu Matsubara, Sang-Ho Hyon and Jun Morimoto
    • Journal Title

      Neural Networks

      Volume: Volume 25 Pages: 191-199

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] スタイル-位相適応に基づく周期運動の時空間同期:2足歩行運動への適用2012

    • Author(s)
      内方章雅, 松原崇充, 森本淳
    • Journal Title

      電子情報通信学会論文誌

      Volume: Vol.J195-D.No7 Pages: 1476-1487

    • NAID

      10031084117

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Learning Parametric Dynamic Movement Primitives from Multiple Demonstrations2011

    • Author(s)
      Takamitsu Matsubara, Sang-Ho Hyon, Jun Morimoto
    • Journal Title

      Neural Networks

      Volume: Volume 24 Pages: 493-500

    • Related Report
      2012 Final Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 個性を考慮した周期的全身運動の予測2011

    • Author(s)
      松原 崇充,玄 相昊,森本 淳
    • Journal Title

      電子情報通信学会論文誌

      Volume: Vol.J94-D,No.1 Pages: 344-355

    • NAID

      110008006576

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Real-time Stylistic Prediction for Whole-body Human Motions2011

    • Author(s)
      Takamitsu Matsubara, Sang-Ho Hyon, Jun Morimoto
    • Journal Title

      Neural Networks

      Volume: 25 Pages: 191-199

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 個性を考慮した周期的全身運動の予測2011

    • Author(s)
      松原崇充, 玄相昊, 森本淳
    • Journal Title

      電子情報通信学会論文誌

      Volume: J94-D Pages: 344-355

    • NAID

      110008006576

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] Full-body Exoskeleton Robot Control for Walking Assistance by Style-phase Adaptive Pattern Generation2012

    • Author(s)
      Takamitsu Matsubara
    • Organizer
      EEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
    • Place of Presentation
      Vilamoura, Algarve, Portugal
    • Year and Date
      2012-10-10
    • Related Report
      2012 Final Research Report
  • [Presentation] 全身外骨格ロボットの歩行支援運動生成法-スタイル-位相適応パターン生成によるアプローチ2012

    • Author(s)
      松原 崇充
    • Organizer
      第30回日本ロボット学会学術講演会
    • Place of Presentation
      札幌,北海道
    • Year and Date
      2012-09-19
    • Related Report
      2012 Final Research Report
  • [Presentation] Adaptive Choreography for User's Preferences on Personal Robots''2012

    • Author(s)
      Takamitsu Matsubara
    • Organizer
      IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN)
    • Place of Presentation
      Paris, France.
    • Year and Date
      2012-09-12
    • Related Report
      2012 Final Research Report
  • [Presentation] Spatio-temporal Synchronization of Periodic Movements by Style-phase Adaptation: Application to Biped Walking2012

    • Author(s)
      Takamitsu Matsubara
    • Organizer
      IEEE International Conference on Robotics and Automation(ICRA)
    • Place of Presentation
      Saint Paul, Minnesota, USA
    • Year and Date
      2012-05-17
    • Related Report
      2012 Final Research Report
  • [Presentation] 高次元多重時系列データ解析のための正準多重整列法2012

    • Author(s)
      松原崇充, 森本淳
    • Organizer
      情報論的学習理論と機械学習(IBISML)研究会
    • Place of Presentation
      東京都立川市
    • Year and Date
      2012-03-12
    • Related Report
      2011 Annual Research Report
  • [Presentation] Learning and Adaptation of a Stylistic Myoelectric Interface: EMG-based Robotic Control with Individual User Differences2011

    • Author(s)
      Takamitsu Matsubara
    • Organizer
      IEEE International Conference on Robotics and Biomimetics (ROBIO)
    • Place of Presentation
      Phuket Island, Thailand.
    • Year and Date
      2011-12-08
    • Related Report
      2012 Final Research Report
  • [Presentation] Learning and Adaptation of a Stylistic Myoelectric Interface : EMG-based Robotic Control with Individual User Differences2011

    • Author(s)
      Takamitsu Matsubara, Sang-Ho Hyon, Jun Morimoto
    • Organizer
      IEEE International Conference on Robotics and Biomimetics (ROBIO 2011)
    • Place of Presentation
      Phuket Island, Thailand
    • Year and Date
      2011-12-07
    • Related Report
      2011 Annual Research Report
  • [Presentation] EMGに基づくロボットハンド制御のためのユーザ適応型筋電インタフェース2011

    • Author(s)
      松原崇充, 玄相昊, 森本淳
    • Organizer
      第34回日本神経科学大会
    • Place of Presentation
      神奈川県横浜市
    • Year and Date
      2011-09-14
    • Related Report
      2011 Annual Research Report
  • [Presentation] Learning a Stylistic Model of Myoelectric Signals for User-Adaptive EMG-based Robotic Control2011

    • Author(s)
      松原 崇充
    • Organizer
      第29回日本ロボット学会学術講演会
    • Place of Presentation
      豊洲,東京
    • Year and Date
      2011-09-09
    • Related Report
      2012 Final Research Report
  • [Presentation] Learning a Stylistic Model of Myoelectric Signals for User-Adaptive EMG-based Robotic Hand Control2011

    • Author(s)
      Takamitsu Matsubara, Sang-Ho Hyon, Jun Morimoto
    • Organizer
      第29回日本ロボット学会学術講演会
    • Place of Presentation
      東京都江東区
    • Year and Date
      2011-09-07
    • Related Report
      2011 Annual Research Report
  • [Presentation] 個性を考慮したオンライン運動予測2010

    • Author(s)
      松原 崇充
    • Organizer
      計測自動制御学会 SI 部門講演会
    • Place of Presentation
      仙台,東北
    • Year and Date
      2010-12-24
    • Related Report
      2012 Final Research Report
  • [Presentation] 個性を考慮したオンライン運動予測2010

    • Author(s)
      松原崇充, 玄相昊, 森本淳
    • Organizer
      システムインテグレーション部門講演会
    • Place of Presentation
      仙台, 宮城
    • Year and Date
      2010-12-24
    • Related Report
      2010 Annual Research Report
  • [Presentation] Learning Parametric Dynamic Movement Primitives from Multiple Demonstrations2010

    • Author(s)
      Takamitsu Matsubara
    • Organizer
      International Conference on Neural Information Processing (ICONIP)
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2010-11-22
    • Related Report
      2012 Final Research Report
  • [Presentation] Learning Parametric Dynamic Movement Primitives from Multiple Demonstrations2010

    • Author(s)
      Takamitsu Matsubara, Sang-Ho Hyon, Jun Morimoto
    • Organizer
      17th International Conference on Neural Information Processing
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2010-11-22
    • Related Report
      2010 Annual Research Report
  • [Presentation] Adaptive Step-size Policy Gradient with Average Reward Metric2010

    • Author(s)
      Takamitsu Matsubara
    • Organizer
      The 2nd Asian Conference on Machine Learning (ACML)
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2010-11-10
    • Related Report
      2012 Final Research Report
  • [Presentation] 規範軌道の多様性を考慮した非線形力学系による運動記述の学習法:ロボットによる見まね学習への応用2010

    • Author(s)
      松原 崇充
    • Organizer
      第13回情報論的学習理論ワークション(IBIS)
    • Place of Presentation
      目黒,東京
    • Year and Date
      2010-11-05
    • Related Report
      2012 Final Research Report
  • [Presentation] 規範軌道の多様性を考慮した非線形力学系による運動記述の学習法:ロボットによる見まね学習への応用2010

    • Author(s)
      松原崇充, 玄相昊, 森本淳
    • Organizer
      第13回情報論的学習理論ワークショップ
    • Place of Presentation
      目黒,東京
    • Year and Date
      2010-11-05
    • Related Report
      2010 Annual Research Report
  • [Presentation] Learning Stylistic Dynamic Movement Primitives from Multiple Demonstrations2010

    • Author(s)
      Takamitsu Matsubara
    • Organizer
      IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2010-10-19
    • Related Report
      2012 Final Research Report
  • [Presentation] Learning Stylistic Dynamic Movement Primitives from Multiple Demonstrations2010

    • Author(s)
      Takamitsu Matsubara, Sang-Ho Hyon, Jun Morimoto
    • Organizer
      IEEE/RSJ International Conference on Intelligent Robots and Systems
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2010-10-18
    • Related Report
      2010 Annual Research Report
  • [Presentation] パラメトリック運動学習プリミティブ2010

    • Author(s)
      松原 崇充
    • Organizer
      第28回日本ロボット学会学術講演会 (RSJ 2010)
    • Place of Presentation
      名古屋,愛知
    • Year and Date
      2010-09-22
    • Related Report
      2012 Final Research Report
  • [Presentation] パラメトリック運動学習プリミティブ:規範軌道の多様性を考慮した見まね学習2010

    • Author(s)
      松原崇充, 玄相昊, 森本淳
    • Organizer
      第28回日本ロボット学会学術講演会
    • Place of Presentation
      名古屋,愛知
    • Year and Date
      2010-09-22
    • Related Report
      2010 Annual Research Report
  • [Presentation] Adaptive Choreography for User's Preferences on Personal Robots

    • Author(s)
      Takamitsu Matsubara
    • Organizer
      21st IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN 2012)
    • Place of Presentation
      Paris, France
    • Related Report
      2012 Annual Research Report

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

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