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Towards Biologically Inspired Neural Controllers for Intelligent Robots : A BMI Approach

Research Project

Project/Area Number 21700220
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionUniversity of Toyama

Principal Investigator

CAPI Genci  富山大学, 大学院・理工学研究部(工学), 教授 (20389399)

Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2011: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2010: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2009: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
KeywordsBMI / 知能ロボット / ニューラルネット
Research Abstract

Recent works on Brain Machine Interface(BMI) has given promising results for developing prosthetic devices aimed at restoring motor functions in paralyzed patients. The goal of this work is to create a part mechanical, part biological robot that operates on the basis of the neural activity of rat brain cells. In our method, first the rat learns to move the robot by pressing the right and left lever in order to get food. Then, we utilize the data of multi-electrode recordings to train artificial neural controllers, which are later employed to control the robot motion based on the brain activity of rats. The results show a good performance of artificial neural network controlling the real robot.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (23 results)

All 2012 2011 2010 2009 Other

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (15 results) Remarks (4 results)

  • [Journal Article] Real robots controlled by brain signals. A BMI Approach, Int2010

    • Author(s)
      G. Capi
    • Journal Title

      Journal of Advanced Intelligence

      Volume: 2 Pages: 25-36

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Online robot policy adaptation by learning and evolution2010

    • Author(s)
      G. Capi
    • Journal Title

      Journal of Intelligent Systems

      Volume: 19 Pages: 1-16

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Real robots controlled by brain signals-A BMI Approach2010

    • Author(s)
      G.Capi
    • Journal Title

      Int.Journal of Advanced Intelligence

      Volume: Vol.2 Pages: 25-36

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Online robot policy adaptation by learning and evolution2010

    • Author(s)
      G.Capi
    • Journal Title

      Journal of Intelligent Systems

      Volume: Vol.19 Pages: 1-16

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] Adaptive shared navigation platform for BCI-based control of a simulated robotic wheelchair2012

    • Author(s)
      M. Mano, G. Capi
    • Organizer
      2012 IEEE/RSJ International Conference on Intelligent Robots and Systems(IROS 2012)
    • Related Report
      2011 Final Research Report
  • [Presentation] 低域フィルタと事象関連電位P300を用いたリアルタイムデバイス制御2011

    • Author(s)
      塗師岡延寛,戸田英樹, Genci Capi
    • Organizer
      平成23年電気学会電子・情報・システム部門大会
    • Related Report
      2011 Final Research Report
  • [Presentation] Real Time Robot Policy Adaptation Based on Intelligent Algorithms, Artificial Intelligence Applications and Innovations2011

    • Author(s)
      G. Capi, H. Toda, and S. Kaneko
    • Organizer
      12th INNS EANN-SIG International Conference, EANN2011, and 7th IFIP WG 12. 5 International Conference, AIAI 2011, Corfu, Greece
    • Related Report
      2011 Final Research Report
  • [Presentation] Real Time Robot Policy Adaptation Based on Intelligent Algorithms, Artificial Intelligence Applications and Innovations2011

    • Author(s)
      Genci Capi, Hideki Toda, Shin-Ichiro Kaneko
    • Organizer
      2th INNS EANN-SIG International Conference, EANN2011
    • Place of Presentation
      ギリシャー
    • Related Report
      2011 Annual Research Report
  • [Presentation] 低域フィルタと事象関連電位P300を用いたリアルタイムデバイス制御2011

    • Author(s)
      塗師岡延寛, 戸田英樹, Genci Capi
    • Organizer
      平成23年電気学会電子・情報・システム部門大会
    • Place of Presentation
      富山
    • Related Report
      2011 Annual Research Report
  • [Presentation] Adaptive shared navigation platform for BCI-based control of a simulated robotic wheelchair2011

    • Author(s)
      M.Mano, G.Capi,
    • Organizer
      IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2012)
    • Place of Presentation
      ポルトガル
    • Related Report
      2011 Annual Research Report
  • [Presentation] チャピゲンツィ,低域フィルタと事象関連電位P300を用いたリアルタイムデバイス制御2010

    • Author(s)
      塗師岡延寛,戸田英樹`
    • Organizer
      第28回日本ロボット学会学術講演会
    • Year and Date
      2010-09-22
    • Related Report
      2011 Final Research Report
  • [Presentation] 低域フィルタと事象関連電位P300を用いたリアルタイムデバイス制御2010

    • Author(s)
      塗師岡延寛, 戸田英樹, チャピゲンツイ
    • Organizer
      第28回日本ロボット学会学術講演会
    • Place of Presentation
      名古屋、日本
    • Year and Date
      2010-09-22
    • Related Report
      2010 Annual Research Report
  • [Presentation] Research on Intelligent Robots at University of Toyama2010

    • Author(s)
      Genci Capi
    • Organizer
      Istanbul Technical University
    • Place of Presentation
      イスタンブル、トルコ(招待講演)
    • Year and Date
      2010-08-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] Controlling the Robot Using the Brain Signals2009

    • Author(s)
      G. Capi, T. Takahashi, K. Urushiyama, and S. Kawahara
    • Organizer
      18th IEEE Int. Symposium on Robot and Human Interactive Communication(RoMan)
    • Year and Date
      2009-09-27
    • Related Report
      2011 Final Research Report
  • [Presentation] Controlling the Robot Using the Brain Signals2009

    • Author(s)
      C.Capi, T.Takahashi, K.Urushiyama, S.Kawahara
    • Organizer
      18th IEEE Int.Symposium on Robot and Human Interactive Communication (RoMan)
    • Place of Presentation
      富山、日本
    • Year and Date
      2009-09-27
    • Related Report
      2009 Annual Research Report
  • [Presentation] チャピゲンツィ,脳波に連動したニューラルネットワークによるロボット制御2009

    • Author(s)
      塗師岡延寛,今枝毅泰,川原茂敬
    • Organizer
      第27回日本ロボット学会学術講演会
    • Year and Date
      2009-09-16
    • Related Report
      2011 Final Research Report
  • [Presentation] 脳波に連動したニコーラルネットワークによるロボット制御2009

    • Author(s)
      塗師岡延寛, 今枝毅泰, 川原茂敬, チャピゲンツィ
    • Organizer
      第27回日本ロボット学会学術講演会
    • Place of Presentation
      横浜、日本
    • Year and Date
      2009-09-16
    • Related Report
      2009 Annual Research Report
  • [Presentation] Robots Controlled by Neural Networks Trained based on Brain Signals, Proc. of the Machine Learning for Signal Processing2009

    • Author(s)
      G. Capi, T. Takahashi, K. Urushiyama and S. Kawahara
    • Year and Date
      2009-09-02
    • Related Report
      2011 Final Research Report
  • [Presentation] Robots Controlled by Neural Networks Trained based on Brain Signals2009

    • Author(s)
      C.Capi, T.Takahashi, K.Urushiyama S.Kawahara
    • Organizer
      Proc.of the Machine Learning for Signal Processing
    • Place of Presentation
      グルノーブル、フランス
    • Year and Date
      2009-09-02
    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://www3.u-toyama.ac.jp/robot/capi.html

    • Related Report
      2011 Final Research Report
  • [Remarks]

    • URL

      http://www3.u-toyama.ac.jp/robot/capi.html

    • Related Report
      2011 Annual Research Report
  • [Remarks]

    • URL

      http://www3.u-toyama.ac.jp/robot/capi.html

    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://www3.u-toyama.ac.jp/robot/capi.html

    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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