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2012 Fiscal Year Final Research Report

Creation of Developmental Object Recognition Mechanism and Motion Generation for Robot using Neural Network Model

Research Project

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Project/Area Number 23800033
Research Category

Grant-in-Aid for Research Activity Start-up

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionKyoto University

Principal Investigator

NISHIDE Shun  京都大学, 白眉センター, 特定助教 (30613400)

Project Period (FY) 2011 – 2012
Keywords神経回路モデル / 知能ロボット
Research Abstract

In this research, we realized autonomous extraction of object recognition features and tool using motion generation based on object manipulation task of a robot. A recurrent neural network was utilized as the robot’s body model to learn the robot’s motions and the environmental change. During tool using experiments, the robot was capable of identifying the untrained L-shaped tool based on experiences with T- and I-shaped tools, to generate pulling motions for a target object.

  • Research Products

    (11 results)

All 2012 2011 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results) Presentation (7 results) Remarks (1 results)

  • [Journal Article] Tool-Body Assimilation of Humanoid Robot Using a Neurodynamical System2012

    • Author(s)
      Shun Nishide, Jun Tani, Toru Takahashi, Hiroshi G. Okuno, Tetsuya Ogata
    • Journal Title

      IEEE Trans. on Autonomous Mental Development

      Volume: Vol. 4 Pages: 139-149

    • DOI

      doi:10.1109/TAMD.2011.2177660

    • Peer Reviewed
  • [Journal Article] Towards Written Text Recognition based on Handwriting Experiences using Recurrent Neural Network2011

    • Author(s)
      Shun Nishide, Jun Tani, Hiroshi G. Okuno, Tetsuya Ogata
    • Journal Title

      Advanced Robotics

      Volume: Vol. 25 Pages: 2173-2187

    • DOI

      doi:10.1163/016918611X59476

    • Peer Reviewed
  • [Journal Article] Classification of Known and Unknown Environmental Sounds based on Self-organized Space using Recurrent Neural Network2011

    • Author(s)
      Yang Zhang, Tetsuya Ogata, Shun Nishide, Toru Takahashi, Hiroshi G. Okuno
    • Journal Title

      Advanced Robotics

      Volume: Vol.25 Pages: 2127-2141

    • DOI

      doi:10.1163/016918611X595017

    • Peer Reviewed
  • [Presentation] Self-organization of Object Features Representing Motion Using Multiple Timescales Recurrent Neural Network2012

    • Author(s)
      Shun Nishide, Jun Tani, Hiroshi G. Okuno, Tetsuya Ogata
    • Organizer
      International Joint Conference on Neural Networks
    • Place of Presentation
      Brisbane, AUSTRALIA
    • Year and Date
      20120610-15
  • [Presentation] Body area segmentation from visual scene based on predictability of neuro-dynamical system2012

    • Author(s)
      Harumitsu Nobuta, Kenta Kawamoto, Kuniaki Noda, Kohtaro Sabe, Shun Nishide, Hiroshi G. Okuno, Tetsuya Ogata
    • Organizer
      International Joint Conference on Neural Networks
    • Place of Presentation
      Brisbane, AUSTRALIA
    • Year and Date
      20120610-15
  • [Presentation] Developmental Human-Robot Imitation Learning with Phased Structuring in Neuro Dynamical System2012

    • Author(s)
      Keita Mochizuki, Harumitsu Nobuta, Shun Nishide, Hiroshi G. Okuno, Tetsuya Ogata
    • Organizer
      IEEE/RSJ International Conference on Intelligent Robots and Systems, Workshop on Cognitive Neuroscience Robotics
    • Place of Presentation
      Vilamoura, Algarve, PORTUGAL
    • Year and Date
      2012-10-12
  • [Presentation] Tool-Body Assimilation Model using Neuro-Dynamical System for Acquiring Representation of Tool Function2012

    • Author(s)
      Yuki Yamaguchi, Harumitsu Nobuta, Shun Nishide, Hiroshi G. Okuno, Tetsuya Ogata
    • Organizer
      IEEE/RSJ International Conference on Intelligent Robots and Systems, Workshop on Cognitive Neuroscience Robotics
    • Place of Presentation
      Vilamoura, Algarve, PORTUGAL
    • Year and Date
      2012-10-12
  • [Presentation] Identification of self-body based dynamic predictability using neuro-dynamical system2011

    • Author(s)
      Harumitsu Nobuta, Shun Nishide, Hiroshi G, Okuno, Tetsuya Ogata
    • Organizer
      IEEE/SICE International Symposium on System Integration
    • Place of Presentation
      Kyoto, JAPAN
    • Year and Date
      20111020-22
  • [Presentation] Use of a Sparse Structure to Improve Learning Performance of Recurrent Neural Network2011

    • Author(s)
      Hiromitsu Awano, Shun Nishide, Hiroaki Arie, Jun Tani, Toru Takahashi, Hiroshi G. Okuno, Tetsuya Ogata
    • Organizer
      International Conference on Neural Information Processing
    • Place of Presentation
      Shanghai, CHINA
    • Year and Date
      20111014-17
  • [Presentation] Handwriting Prediction Based Character Recognition using Recurrent Neural Network2011

    • Author(s)
      Shun Nishide, Jun Tani, Hiroshi G. Okuno, Tetsuya Ogata
    • Organizer
      IEEE International Conference on Systems, Man, and Cybernetics
    • Place of Presentation
      Anchorage, U.S.A
    • Year and Date
      2011-10-12
  • [Remarks]

    • URL

      http://winnie.kuis.kyoto-u.ac.jp/members/nishide/

URL: 

Published: 2014-08-29  

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