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2011 Fiscal Year Final Research Report

Development of an adaptive BMI for cooperated predictive control by brain-contact

Research Project

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Project/Area Number 21240013
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionNagaoka University of Technology

Principal Investigator

WADA Yasuhiro  長岡技術科学大学, 工学部, 教授 (70293248)

Co-Investigator(Kenkyū-buntansha) OHISHI Kiyoshi  長岡技術科学大学, 工学部, 教授 (40185187)
KOIKE Yasuharu  東京工業大学, ソリューション研究機構, 教授 (10302978)
ONO Hiroshi  長岡技術科学大学, 工学部, 教授 (10283029)
TSUBONE Tadashi  長岡技術科学大学, 工学部, 准教授 (50334694)
MATSUZAKI Shuichi  長岡技術科学大学, 工学部, 助教 (60455706)
Project Period (FY) 2009 – 2011
Keywords知能情報処理 / ブレイン・マシン・インターフェース
Research Abstract

Brain-machine interface(BMI) has been as a communication tool of a person who lost body function. Extracting of functional information from brain signals is important for controlling a BMI in a realistic and natural way. In this study, we measured functional near-infrared spectroscopy(fNIRS) signals during isometric arm movements in four directions, and performed direction classification. As a result, the classification accuracy was highest when both of OxyHb and DeoxyHb was used as the features and both of time and channel was selected. The peak time of the signal, the task ends, and after a few seconds of task ends, was particularly well chosen.

  • Research Products

    (24 results)

All 2012 2011 2010 2009

All Journal Article (7 results) (of which Peer Reviewed: 7 results) Presentation (17 results)

  • [Journal Article] Reconstruction of flexor and extensor muscle activity from electroencephalography cortical currents2012

    • Author(s)
      Natsue Yoshimura, Charles S DaSalla, Takashi Hanakawa, Masa-aki Sato, Yasuharu Koike
    • Journal Title

      Neuro Image

      Volume: Vol.59 Pages: 1324-1337

    • Peer Reviewed
  • [Journal Article] Polarization imaging screen using vector gratings fabricated by photocrosslinkable polymer liquid crystals2012

    • Author(s)
      H. Ono, T. Wada and N. Kawatsuki
    • Journal Title

      Jpn. J. Appl. Phys

      Pages: 51

    • Peer Reviewed
  • [Journal Article] Control of Interaction Force of Twin Direct-Drive Motor System Using Variable Wire Rope Tension With Multisensor Integration2012

    • Author(s)
      C. Mitsantisuk, K. Ohishi, S. Katsura
    • Journal Title

      IEEE Transactions on Industrial Electronics

      Volume: Volume : 59, Issue : 1 Pages: 498-510

    • Peer Reviewed
  • [Journal Article] fNIRS信号からの神経情報デコーディングの可能性の検討-ヒト腕等尺性力方向の推定2011

    • Author(s)
      佐野俊文, 松崎周一, 和田安弘
    • Journal Title

      電子情報通信学会論文誌

      Volume: vol.94, no.10 Pages: 1676-1684

    • Peer Reviewed
  • [Journal Article] Estimation of arm force direction during isometric muscle contraction with fNIRS2010

    • Author(s)
      T. Ishii, S. Matsuzaki, Y. Wada
    • Journal Title

      Australian Journal of Intelligent Information Processing Systems

      Volume: vol.12, no.2 Pages: 1-6

    • Peer Reviewed
  • [Journal Article] 近赤外分光法を用いた脳活動計測による動作肢の判別2009

    • Author(s)
      新出航, 坪根正, 和田安弘
    • Journal Title

      電子情報通信学会論文誌D

      Volume: vol.92, no.9 Pages: 1632-1642

    • Peer Reviewed
  • [Journal Article] BCIにおける事象関連電位を応用した強化学習の可能性の検討2009

    • Author(s)
      山岸佑也, 坪根正, 和田安弘
    • Journal Title

      電気学会論文誌C

      Volume: vol.129, no.8 Pages: 1601-1608

    • Peer Reviewed
  • [Presentation] Adaptive classification for brain-machine interface with reinforcement learning2011

    • Author(s)
      S. Matsuzaki, Y. Shiina, Y. Wada
    • Organizer
      presented at the Lecture Notes in Computer Science(including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)-Proceedings of the 18th international conference on Neural Information Processing
    • Year and Date
      20110000
  • [Presentation] Temporal representation of arm force direction using fNIRS signals2011

    • Author(s)
      Y. Muto, T. Ishii, S. Matsuzaki, Y. Wada
    • Organizer
      presented at the Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      EMBS, Boston, Massachusetts USA
    • Year and Date
      20110000
  • [Presentation] Consideration Of Motor Representation In Complex Human Arm Movement2011

    • Author(s)
      T. Sato, Y. Wada
    • Organizer
      presented at the Progress in Motor Control VIII, Cincinnati
    • Place of Presentation
      OH. USA
    • Year and Date
      20110000
  • [Presentation] Estimation of direction of attention using EEG and out-of-head sound localization2011

    • Author(s)
      M. Ebisawa, M. Kogure, S.-H. Yano, S. Matsuzaki, Y. Wada
    • Organizer
      presented at the Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      EMBS, Boston, Massachusetts USA
    • Year and Date
      20110000
  • [Presentation] Independent component analysis technique to remove skio blood t10w artifacts in 144 functional near-infrared spectroscopy signal2011

    • Author(s)
      Sato, H. Hokari, Y. Wada
    • Organizer
      presented at the 21st Annual Conference of the Japanese Neural Network Society
    • Year and Date
      20110000
  • [Presentation] Localization of information about arm force direction in fNIRS signals during isometric exercise2011

    • Author(s)
      Y. Muto, T. Ishii, S. Matsuzaki, Y. Wada
    • Organizer
      presented at the Proceeding of The 26th Symposium on Biological and Physiological Engineering(BPES 2011)
    • Year and Date
      20110000
  • [Presentation] Usability of EEG Cortical Currents in Classification of Vowel Speech Imagery2011

    • Author(s)
      Natsue Yoshimura, Aruha Satsuma, Charles Sayo Dasalla, Takashi Hanakawa, Masaaki Sato, Yasuharu Koike
    • Organizer
      International Conference on Virtual Rehabilitation 2011
    • Place of Presentation
      Zurich, Switzerland
    • Year and Date
      20110000
  • [Presentation] Brain-Machine Interface for direction discrimination of auditory target2011

    • Author(s)
      M, Ebisawa, S. Yano, S. Matsuzaki, H. Hokari, Y. Wada
    • Organizer
      presented at the 21st Annual Conference of the Japanese Neural Network Society
    • Year and Date
      20110000
  • [Presentation] Temporal representation of arm force direction using fNIRS signals2011

    • Author(s)
      Y. Muto, Y. Wada
    • Organizer
      presented at the 21st Annual Conference of the Japanese Neural Network Society
    • Year and Date
      20110000
  • [Presentation] Identification of sound-source direction using auditory evoked event-related potentials2010

    • Author(s)
      M. Kogure, S. Matsuzaki, Y. Wada
    • Organizer
      NEURO2010
    • Year and Date
      20100000
  • [Presentation] Source separation of multi-channel near-infrared spectroscopic signals by time delayed decorrelation2010

    • Author(s)
      T. Sano, S. Matsuzaki, Y. Wada
    • Organizer
      NEURO2010
    • Year and Date
      20100000
  • [Presentation] Estimation of arm force direction during isometric muscle contraction with fNIRS2010

    • Author(s)
      T. Ishii, S. Matsuzaki, Y. Wada
    • Organizer
      presented at the 17th International Conference Neural Information Processing
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      20100000
  • [Presentation] Investigation of Brain-Computer Interfaces that Apply Sound-evoked Event-related Potentials2010

    • Author(s)
      M. Kogure, S. Matsuzaki, Y. Wada
    • Organizer
      Lecture Notes in Computer Science(including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)-ICANN2010
    • Year and Date
      20100000
  • [Presentation] Independent Component Analysis of Multi-Channel Near-Infrared Spectroscopic Signals by Time-delayed Decorrelation2010

    • Author(s)
      T. Sano, S. Matsuzaki, Y. Wada
    • Organizer
      Lecture Notes in Computer Science(including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)-ICANN2010
    • Year and Date
      20100000
  • [Presentation] Estimation of the direction of arm force by using NIRS signals2009

    • Author(s)
      T. Sato, T. Tsubone, Y. Wada
    • Organizer
      presented at the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society : Engineering the Future of Biomedicine
    • Year and Date
      20090000
  • [Presentation] Relation between NIRS signal and motor capability2009

    • Author(s)
      M. Morihiro, T. Tsubone, Y. Wada
    • Organizer
      presented at the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society : Engineering the Future of Biomedicine
    • Year and Date
      20090000
  • [Presentation] Possibility of reinforcement learning using event-related potential toward an adaptive BCI2009

    • Author(s)
      K. Nomoto, T. Tsubone, Y. Wada
    • Organizer
      presented at the 2009 IEEE International Conference on Systems, Man and Cybernetics
    • Year and Date
      20090000

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Published: 2013-07-31  

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