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Creation of Robot's Tool-Body Assimilation Model Using Sparse Recurrent Neural Network

Research Project

Project/Area Number 25730159
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent robotics
Research InstitutionThe University of Tokushima (2014-2015)
Kyoto University (2013)

Principal Investigator

Nishide Shun  徳島大学, ソシオテクノサイエンス研究部, 講師 (30613400)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords再帰結合神経回路モデル / ロボット / スパース結合 / 再帰神経回路モデル / 認知発達ロボティクス
Outline of Final Research Achievements

In this research, we investigated the effectiveness of sparse connections using Multiple Timescales Recurrent Neural Network (MTRNN), for applying to robot's motion learning. From experiments with nine types of human motions, sparse networks were confirmed to achieve better training results, compared to full-connected networks. As examples of motion learning, we created models for robot's self body learning and developmental imitation drawing learning model.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (15 results)

All 2015 2014 2013

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Open Access: 1 results,  Acknowledgement Compliant: 2 results) Presentation (13 results) (of which Int'l Joint Research: 1 results,  Invited: 1 results)

  • [Journal Article] Posture Estimation of Hose-shaped Robot by using Active Microphone Array2015

    • Author(s)
      Yoshiaki Bando, Takuma Otsuka, Kazuhiro Nakadai, Satoshi Tadokoro, Masashi Konyo, Katsutoshi Itoyama, Hiroshi G. Okuno
    • Journal Title

      Advanced Robotics

      Volume: 29 Issue: 9 Pages: 35-49

    • DOI

      10.1080/01691864.2015.1031279

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Preferential Training of Neuro-Dynamical Model Based on Predictability of Target Dynamics2015

    • Author(s)
      Shun Nishide, Harumitsu Nobuta, Hiroshi G. Okuno, and Tetsuya Ogata
    • Journal Title

      Advanced Robotics

      Volume: 29

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] ロボットの描画運動のための効率的な身体バブリング2015

    • Author(s)
      渡辺 寛大, 沼倉 彬雄, 西出 俊, 郷古 学, 金 天海
    • Organizer
      日本ロボット学会学術講演会
    • Place of Presentation
      東京電機大学(東京都・足立区)
    • Year and Date
      2015-09-03
    • Related Report
      2015 Annual Research Report
  • [Presentation] Efficient Body Babbling for Robot’s Drawing Motion2015

    • Author(s)
      Kanta Watanabe, Akio Numakura, Shun Nishide, Manabu Gouko, and Chyon Hae Kim
    • Organizer
      IEEE Conference on Mechatronics and Automation
    • Place of Presentation
      北京(中国)
    • Year and Date
      2015-08-02
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Applying Intrinsic Motivation for Visuomotor Learning of Robot Arm Motion2014

    • Author(s)
      Shun Nishide, Harumitsu Nobuta, Hiroshi G. Okuno, and Tetsuya Ogata
    • Organizer
      International Conference on Ubiquitous Robots and Ambient Intelligence
    • Place of Presentation
      Double Tree Hotel by Hilton (Kuala Lumpur)
    • Year and Date
      2014-11-12 – 2014-11-15
    • Related Report
      2014 Research-status Report
  • [Presentation] 人間の描画発達に基づくロボットの描画模倣学習モデルの構築2014

    • Author(s)
      西出俊,望月敬太,奥乃博,尾形哲也
    • Organizer
      日本ロボット学会第32回学術講演会
    • Place of Presentation
      九州産業大学(福岡県福岡市)
    • Year and Date
      2014-09-04 – 2014-09-06
    • Related Report
      2014 Research-status Report
  • [Presentation] 「早言い」合図を識別してインタラクションに活用するロボット司会者2014

    • Author(s)
      西牟田 勇哉, 吉井 和佳, 西出 俊, 糸山 克寿, 奥乃 博
    • Organizer
      日本ロボット学会第32回学術講演会
    • Place of Presentation
      九州産業大学(福岡県福岡市)
    • Year and Date
      2014-09-04 – 2014-09-06
    • Related Report
      2014 Research-status Report
  • [Presentation] Insertion of Pause in Drawing from Babbling for Robot’s Developmental Imitation Learning2014

    • Author(s)
      Shun Nishide, Keita Mochizuki, Hiroshi G. Okuno, and Tetsuya Ogata
    • Organizer
      IEEE International Conference on Robotics and Automation
    • Place of Presentation
      Hong Kong Convention and Exhibition Center (Hong Kong)
    • Year and Date
      2014-05-31 – 2014-06-05
    • Related Report
      2014 Research-status Report
  • [Presentation] Insertion of Pause in Drawing from Babbling for Robot's Developmental Imitation Learning2014

    • Author(s)
      Shun Nishide, Keita Mochizuki, Hiroshi G. Okuno, Tetsuya Ogata
    • Organizer
      IEEE International Conference on Robotics and Automation
    • Place of Presentation
      香港
    • Related Report
      2013 Research-status Report
  • [Presentation] ロボットによる描画運動発達モデルと軌道の重み付き区間認識・学習を利用した精度向上2014

    • Author(s)
      望月 敬太,西出 俊,奥乃 博,尾形 哲也
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report
  • [Presentation] Developmental Human-Robot Imitation Learning of Drawing with a Neuro Dynamical System2013

    • Author(s)
      Keita Mochizuki, Shun Nishide, Hiroshi G. Okuno, Tetsuya Ogata
    • Organizer
      IEEE International Conference on Systems, Man, and Cybernetics
    • Place of Presentation
      マンチェスター
    • Related Report
      2013 Research-status Report
  • [Presentation] Object Feature Extraction and Tool Using for Robots with Recurrent Neural Network Model2013

    • Author(s)
      Shun Nishide
    • Organizer
      IEEE/RSJ International Conference on Intelligent Robots and Systems, Workshop on Cognitive Neuroscience Robotics
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Learning and Association of Synaesthesia Phenomenon using Deep Neural Networks2013

    • Author(s)
      Yuki Yamaguchi, Kuniaki Noda, Shun Nishide, HIroshi G. Okuno, Tetsuya Ogata
    • Organizer
      IEEE/SICE International Symposium on System Integration
    • Place of Presentation
      神戸
    • Related Report
      2013 Research-status Report
  • [Presentation] スパース再帰神経回路モデルによる人物の行動学習2013

    • Author(s)
      西出 俊,奥乃 博,尾形 哲也
    • Organizer
      日本ロボット学会第31回学術講演会
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report
  • [Presentation] 停止動作を活用した描画運動におけるロボットの発達的模倣学習2013

    • Author(s)
      望月 敬太,西出 俊,奥乃 博,尾形 哲也
    • Organizer
      日本ロボット学会第31回学術講演会
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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