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Neurofeedback training for user adaptation to motor-imagery based BCI

Research Project

Project/Area Number 23500483
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Fusional brain recording science
Research InstitutionTohoku Institute of Technology

Principal Investigator

KANOH Shin'ichiro  東北工業大学, 工学部, 准教授 (00282103)

Co-Investigator(Kenkyū-buntansha) KAWASHIMA Ryuta  東北大学, 加齢医学研究所, 教授 (90250828)
Co-Investigator(Renkei-kenkyūsha) YOSHINOBU Tatsuo  東北大学, 大学院・医工学研究科, 教授 (30243265)
Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2013: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2012: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2011: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
KeywordsBCI / ニューロフィードバック / 脳波 / NIRS / 大脳運動野
Research Abstract

The BCI (brain-computer interface) based on motor imagery is to detect the intension of subjects from their brain activities from sensorimotor cortex during imagining to move their own limbs. This study aimed to investigate the methodology to use neurofeedback training (NF), on which the processed EEG or NIRS (brain blood flow measured by near-infrared spectroscopy) data is presented to subject in real time, for improving the applicability and accuracy on motor-imagery based BCI. It was found that the motor related EEG on mu, beta and gamma band could be extracted by applying local and sparse spatial filters designed by ICA (independent component analysis) to measured EEG data, and such components could be used for neurofeedback training to improve the performance of motor-imagery based BCI.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (41 results)

All 2013 2012 2011 Other

All Journal Article (22 results) (of which Peer Reviewed: 9 results) Presentation (17 results) (of which Invited: 2 results) Book (1 results) Remarks (1 results)

  • [Journal Article] Extraction of oscillatory EEG during palm and finger movements2013

    • Author(s)
      Kanoh S., Scherer R., Miyamoto K., Yoshinobu T
    • Journal Title

      Proceedings of the TOBI Workshop IV

      Pages: 71-72

    • Related Report
      2013 Final Research Report
  • [Journal Article] On oscillatory EEG during palm and finger movements2013

    • Author(s)
      Kanoh S., Scherer R., Miyamoto K., Yoshinobu T
    • Journal Title

      Proceedings of the Fifth International Brain-Computer Interface Meeting 2013

      Volume: 117

    • Related Report
      2013 Final Research Report
  • [Journal Article] Extraction of high gamma band EEG during hand movements2013

    • Author(s)
      Kanoh S., Scherer R., Miyamoto K., Yoshinobu T
    • Journal Title

      2013 IEEE EMBC Short Papers

      Volume: No. 3303

    • NAID

      130004947975

    • Related Report
      2013 Final Research Report
  • [Journal Article] Brain-computer interface based on explicit and implicit mental process2013

    • Author(s)
      Kanoh S
    • Journal Title

      Proceedings of 2013 International Joint Conference on Awareness Science and Technology & Ubi-Media Computing

      Pages: 308-309

    • Related Report
      2013 Final Research Report
  • [Journal Article] On oscillatory EEG during palm and finger movements2013

    • Author(s)
      Shin'ichiro Kanoh, Reinhold Scherer, Ko-ichiro Miyamoto, Tatsuo Yoshinobu
    • Journal Title

      Proceedings of the Fifth International Brain-Computer Interface Meeting 2013

      Volume: 1 Pages: 117-117

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Extraction of high gamma band EEG during hand movements2013

    • Author(s)
      Shin'ichiro Kanoh, Reinhold Scherer, Ko-ichiro Miyamoto, Tatsuo Yoshinobu
    • Journal Title

      2013 IEEE EMBC Short Papers

      Volume: 1 Pages: 3303-3303

    • NAID

      130004947975

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Brain-computer interface based on explicit and implicit mental process2013

    • Author(s)
      Shin'ichiro Kanoh
    • Journal Title

      Proceedings of 2013 International Joint Conference on Awareness Science and Technology & Ubi-Media Computing

      Volume: 1 Pages: 308-309

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Towards a brain-computer interface controlled by intrinsic brain activations2012

    • Author(s)
      Kanoh S
    • Journal Title

      Proceedings of SICE Annual Conference 2012

      Pages: 1363-1364

    • Related Report
      2013 Final Research Report
  • [Journal Article] Generation of spatial filters by ICA for detecting motor-related oscillatory EEG2012

    • Author(s)
      Kanoh S., Miyamoto K., Yoshinobu T
    • Journal Title

      Proceedings of the 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC2012)

      Pages: 1703-1706

    • NAID

      110008152625

    • Related Report
      2013 Final Research Report
  • [Journal Article] Generation of spatial filter by ICA for detecting motor-related oscillatory EEG2012

    • Author(s)
      Kanoh S., Miyamoto K., Yoshinobu T
    • Journal Title

      第 51 回日本生体医工学会大会プログラム・抄録集

    • NAID

      110008152625

    • Related Report
      2013 Final Research Report
  • [Journal Article] Generation of spatial filter by ICA for detecting motor-related oscillatory EEG2012

    • Author(s)
      Shin’ichiro Kanoh, Ko-ichiro Miyamoto, Tatsuo Yoshinobu
    • Journal Title

      第51回日本生体医工学会講演論文集

    • NAID

      110008152625

    • Related Report
      2012 Research-status Report
  • [Journal Article] Towards a Brain-Computer Interface Controlled by Intrinsic Brain Activations2012

    • Author(s)
      Shin’ichiro Kanoh
    • Journal Title

      Proceedings of SICE Annual Conference 2012

      Pages: 1363-1364

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Generation of Spatial Filters by ICA for Detecting Motor-related Oscillatory EEG2012

    • Author(s)
      Shin’ichiro Kanoh, Ko-ichiro Miyamoto, Tatsuo Yoshinobu
    • Journal Title

      Proceedings of the 34th Annual International Conference of IEEE EMBS

      Pages: 1703-1706

    • DOI

      10.1109/embc.2012.6346276

    • NAID

      110008152625

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Extraction of Oscillatory EEG during Palm and Finger Movements2012

    • Author(s)
      Shin’ichiro Kanoh, Reinhold Scherer, Ko-ichiro Miyamoto, Tatsuo Yoshinobu
    • Journal Title

      Proceedings of TOBI Workshop IV

      Pages: 71-72

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] BCI Software Platforms2012

    • Author(s)
      Shin’ichiro Kanoh et al.
    • Journal Title

      in: Brain-Computer Interfaces: Bridging the Gap from Research to Real-World Applications

      Pages: 304-331

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] The effect of neurofeedback training on cortical activity during motor imagery revealed by NIRS and fMRI2011

    • Author(s)
      Kanoh S., Miyamoto K., Yoshinobu T., Kawashima R
    • Journal Title

      Iernational Journal of Bioelectromagnetism

      Volume: 13, 2 Pages: 82-83

    • Related Report
      2013 Final Research Report
  • [Journal Article] A P300-based BCI system for controlling computer cursor movement2011

    • Author(s)
      Kanoh S., Miyamoto K., Yoshinobu T
    • Journal Title

      Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society

      Pages: 6405-6408

    • Related Report
      2013 Final Research Report
  • [Journal Article] Towards an EEG-Based BCI Controlled by Expectation2011

    • Author(s)
      Kanoh S., Miyamoto K., Yoshinobu T
    • Journal Title

      Proceedings of the 5th International Brain-Computer Interface Conference 2011

      Pages: 84-87

    • Related Report
      2013 Final Research Report
  • [Journal Article] Neurofeedback training for BCI based on motor imagery using EEG and NIRS2011

    • Author(s)
      Kanoh S
    • Journal Title

      第50回日本生体医工学会大会プログラム・抄録集

    • Related Report
      2013 Final Research Report
  • [Journal Article] A P300-based BCI system for controlling computer cursor movement2011

    • Author(s)
      Shin'ichiro Kanoh, Ko-ichiro Miyamoto, Tatsuo Yoshinobu
    • Journal Title

      Proceedings of 33th Annual International Conference of the IEEE Engineering in Medicine & Biology Society

      Volume: なし Pages: 6405-6408

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Towards an EEG-Based BCI Controlled by Expectation2011

    • Author(s)
      Shin'ichiro Kanoh, Ko-ichiro Miyamoto, Tatsuo Yoshinobu
    • Journal Title

      Proceedings of the 5th International Brain-Computer Interface Conference

      Volume: なし Pages: 84-87

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Neurofeedback training for BCI based on motor imagery using EEG and NIRS2011

    • Author(s)
      Shin'ichiro Kanoh
    • Journal Title

      第50回日本生体医工学会大会 プログラム・抄録集

      Volume: なし

    • Related Report
      2011 Research-status Report
  • [Presentation] 脳とコンピュータをつなぐ:BCI のご紹介2013

    • Author(s)
      加納 慎一郎
    • Organizer
      走行環境適応型足こぎ車いすの開発研究会 第3回年次学術集会
    • Place of Presentation
      仙台
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] On oscillatory EEG during palm and finger movements2013

    • Author(s)
      Shin'ichiro Kanoh
    • Organizer
      The Fifth International Brain-Computer Interface Meeting 2013
    • Place of Presentation
      Monterey, CA, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] Extraction of high gamma band EEG during hand movements2013

    • Author(s)
      Shin'ichiro Kanoh
    • Organizer
      The 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Osaka, Japan
    • Related Report
      2013 Annual Research Report
  • [Presentation] Brain-computer interface based on explicit and implicit mental process2013

    • Author(s)
      Shin'ichiro Kanoh
    • Organizer
      Proceedings of 2013 International Joint Conference on Awareness Science and Technology & Ubi-Media Computing
    • Place of Presentation
      Aizu-Wakamatsu, Fukushima, Japan
    • Related Report
      2013 Annual Research Report
  • [Presentation] Extraction of Oscillatory EEG during Palm and Finger Movements2013

    • Author(s)
      Shin’ichiro Kanoh
    • Organizer
      TOBI Workshop IV
    • Place of Presentation
      Sion, Switzerland
    • Related Report
      2012 Research-status Report
  • [Presentation] Generation of spatial filter by ICA for detecting motor-related oscillatory EEG2012

    • Author(s)
      Shin’ichiro Kanoh
    • Organizer
      第51回日本生体医工学会
    • Place of Presentation
      福岡国際会議場(福岡県福岡市)
    • Related Report
      2012 Research-status Report
  • [Presentation] Towards a Brain-Computer Interface Controlled by Intrinsic Brain Activations2012

    • Author(s)
      Shin’ichiro Kanoh
    • Organizer
      SICE Annual Conference 2012
    • Place of Presentation
      秋田大学(秋田県秋田市)
    • Related Report
      2012 Research-status Report
  • [Presentation] Generation of Spatial Filters by ICA for Detecting Motor-related Oscillatory EEG2012

    • Author(s)
      Shin’ichiro Kanoh
    • Organizer
      The 34th Annual International Conference of IEEE EMBS
    • Place of Presentation
      San Diego, USA
    • Related Report
      2012 Research-status Report
  • [Presentation] 脳とコンピュータをつなぐ : 非侵襲脳活動計測による BCI の現状と展望2011

    • Author(s)
      加納 慎一郎
    • Organizer
      2011年度人工知能学会全国大会
    • Place of Presentation
      盛岡
    • Year and Date
      2011-06-01
    • Related Report
      2013 Final Research Report
  • [Presentation] 非侵襲脳活動計測によるB CI の現状と展望2011

    • Author(s)
      加納 慎一郎
    • Organizer
      ヒューマンインターフェースシンポジウム 2011
    • Place of Presentation
      仙台
    • Related Report
      2013 Final Research Report
  • [Presentation] 非侵襲計測による BCI:ユーザに働きかける BCI を目指して2011

    • Author(s)
      加納 慎一郎
    • Organizer
      第2回 NU-Brain シンポジウム
    • Place of Presentation
      東京
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] A P300-based BCI system for controlling computer cursor movement2011

    • Author(s)
      Shin'ichiro Kanoh
    • Organizer
      33th Annual International Conference of the IEEE Engineering in Medicine & Biology Society
    • Place of Presentation
      Boston, MA, USA
    • Related Report
      2011 Research-status Report
  • [Presentation] Towards an EEG-Based BCI Controlled by Expectation2011

    • Author(s)
      Shin'ichiro Kanoh
    • Organizer
      5th International Brain-Computer Interface Conference
    • Place of Presentation
      Graz, Austria
    • Related Report
      2011 Research-status Report
  • [Presentation] Neurofeedback training for BCI based on motor imagery using EEG and NIRS2011

    • Author(s)
      Shin'ichiro Kanoh
    • Organizer
      第50回日本生体医工学会大会
    • Place of Presentation
      東京
    • Related Report
      2011 Research-status Report
  • [Presentation] 脳とコンピュータをつなぐ:非侵襲脳活動計測によるBCIの現状と展望2011

    • Author(s)
      加納 慎一郎
    • Organizer
      2011年度人工知能学会全国大会
    • Place of Presentation
      盛岡, 岩手
    • Related Report
      2011 Research-status Report
  • [Presentation] 非侵襲脳活動計測によるBCIの現状と展望2011

    • Author(s)
      加納 慎一郎
    • Organizer
      ヒューマンインタフェースシンポジウム2011
    • Place of Presentation
      仙台, 岩手
    • Related Report
      2011 Research-status Report
  • [Presentation] 非侵襲計測によるBCI:ユーザに働きかけるBCI を目指して2011

    • Author(s)
      加納 慎一郎
    • Organizer
      第2回NU-Brainシンポジウム(招待講演)
    • Place of Presentation
      東京
    • Related Report
      2011 Research-status Report
  • [Book] Towards Practical Brain-Computer Interfaces : Bridging the Gap from Research to Real-World Applications2012

    • Author(s)
      Brunner C., Andreoni G., Bianchi L., Blankertz B., Breitwieser C., Kanoh S., Kothe C.A., Lécuyer A., Makeig S., Mellinger J., Perego P., Renard Y., Schalk G., Susila I.P., Venthur B., Müller-Putz G.R
    • Publisher
      BCI Software Platform
    • Related Report
      2013 Final Research Report
  • [Remarks]

    • URL

      http://www.eis.tohtech.ac.jp/study/labs/kanoh.html

    • Related Report
      2013 Final Research Report

URL: 

Published: 2011-08-05   Modified: 2019-07-29  

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