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

Research Project

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
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥47,450,000 (Direct Cost: ¥36,500,000、Indirect Cost: ¥10,950,000)
Fiscal Year 2011: ¥12,220,000 (Direct Cost: ¥9,400,000、Indirect Cost: ¥2,820,000)
Fiscal Year 2010: ¥13,390,000 (Direct Cost: ¥10,300,000、Indirect Cost: ¥3,090,000)
Fiscal Year 2009: ¥21,840,000 (Direct Cost: ¥16,800,000、Indirect Cost: ¥5,040,000)
Keywords知能情報処理 / ブレイン・マシン・インターフェース / BMI / 力方向 / 適応 / 強化学習 / 予測協調制御
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.

Report

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

    (37 results)

All 2012 2011 2010 2009

All Journal Article (13 results) (of which Peer Reviewed: 11 results) Presentation (24 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

    • Related Report
      2011 Final Research Report
    • 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: 51-51

    • NAID

      40019199379

    • Related Report
      2011 Final Research Report
    • 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

    • Related Report
      2011 Final Research Report
    • 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

    • NAID

      110008749963

    • Related Report
      2011 Final Research Report
    • 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D

      Volume: 94 Pages: 1676-1684

    • NAID

      110008749963

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Temporal representation of arm force direction using fNIRS signals2011

    • Author(s)
      Yasuyuki Muto, Taiki Ishii, Shuichi Matsuzaki, Yasuhiro Wada
    • Journal Title

      33rd Annual International Conference of the IEEE EMBS

      Volume: 33 Pages: 7425-7428

    • DOI

      10.1109/iembs.2011.6091729

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Adaptive classification for brain-machine interface with reinforcement learning2011

    • Author(s)
      Shuichi Matsuzaki, Yusuke Shiina, Yasuhiro Wada
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 7062 Pages: 360-369

    • DOI

      10.1007/978-3-642-24955-6_44

    • ISBN
      9783642249549, 9783642249556
    • Related Report
      2011 Annual Research Report
    • 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

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of arm force direction during isometric muscle contraction with fNIRS2010

    • Author(s)
      Ishii, Taiki, Matsuzaki, Shuichi, Wada, Yasuhiro
    • Journal Title

      Australian Journal of Intelligent Information Processing Systems

      Volume: 2 Pages: 1-6

    • Related Report
      2010 Annual Research Report
    • 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

    • NAID

      110007361137

    • Related Report
      2011 Final Research Report
    • 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

    • NAID

      10025101830

    • Related Report
      2011 Final Research Report
    • 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 J92-D

      Pages: 1632-1642

    • NAID

      110007361137

    • Related Report
      2009 Annual Research Report
  • [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 129

      Pages: 1601-1608

    • NAID

      10025101830

    • Related Report
      2009 Annual Research Report
  • [Presentation] 事象関連NIRSによる素早い把持動作に関連する脳活動の計測に必要な諸条件の検討2012

    • Author(s)
      小澤拓也, 和田安弘, 相原孝次, 藤原祐介, 大須理英子, 井澤淳, 大高洋平
    • Organizer
      電子情報通信学会技術研究報告
    • Place of Presentation
      東京
    • Year and Date
      2012-03-07
    • Related Report
      2011 Annual Research Report
  • [Presentation] fNIRS信号によるヒト腕力方向の時間的表現2011

    • Author(s)
      武藤靖幸, 和田安弘
    • Organizer
      神経回路学会全国大会
    • Place of Presentation
      沖縄
    • Year and Date
      2011-12-17
    • Related Report
      2011 Annual Research Report
  • [Presentation] fNIRSに含まれる頭皮血流を除去するためのICA手法の検討2011

    • Author(s)
      佐藤貴紀, 穂刈治英, 和田安弘
    • Organizer
      神経回路学会全国大会
    • Place of Presentation
      沖縄
    • Year and Date
      2011-12-17
    • Related Report
      2011 Annual Research Report
  • [Presentation] 等尺性収縮運動時のfNIRS信号に含まれる力方向情報の局在2011

    • Author(s)
      武藤靖幸, 石井大樹, 松崎周一, 和田安弘
    • Organizer
      生体生理工学シンポジウム
    • Place of Presentation
      大津
    • Year and Date
      2011-09-22
    • Related Report
      2011 Annual Research Report
  • [Presentation] 力方向イメージによるNIRS信号の方向別賦活の可能性2011

    • Author(s)
      井野拓也, 菅井杏子, 松崎周一, 穂刈治英, 和田安弘
    • Organizer
      雷子情報通信学会大会
    • Place of Presentation
      札幌
    • Year and Date
      2011-09-15
    • Related Report
      2011 Annual Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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)
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [Presentation] Independent Component Analysis of Multi-Channel Near-Infrared Spectroscopic Signals by Time-delayed Decorrelation2010

    • Author(s)
      Toshifumi Sano, Shuichi Matsuzaki, Yasuhiro Wada
    • Organizer
      20th International Conference on Artificial Neural Networks, September 15-18, 2010, Thessaloniki, Greece
    • Place of Presentation
      テッサロニキ(ギリシャ)
    • Year and Date
      2010-09-17
    • Related Report
      2010 Annual Research Report
  • [Presentation] Identification of sound-source direction using auditory evoked event-related potentials2010

    • Author(s)
      M. Kogure, S. Matsuzaki, Y. Wada
    • Organizer
      NEURO2010
    • Related Report
      2011 Final Research Report
  • [Presentation] Source separation of multi-channel near-infrared spectroscopic signals by time delayed decorrelation2010

    • Author(s)
      T. Sano, S. Matsuzaki, Y. Wada
    • Organizer
      NEURO2010
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [Presentation] Estimation of the direction of arm force by using NIRS signals2009

    • Author(s)
      Sato, T, Tsubone, T, Wada, Y
    • Organizer
      31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Minneapolis, USA
    • Year and Date
      2009-09-02
    • Related Report
      2009 Annual Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report

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

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