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Data-Driven Multichannel Signal Processing for Brain Computer Interfacing

Research Project

Project/Area Number 21360179
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Communication/Network engineering
Research InstitutionTokyo University of Agriculture and Technology

Principal Investigator

TANAKA Toshihisa  東京農工大学, 大学院・工学研究院, 准教授 (70360584)

Co-Investigator(Kenkyū-buntansha) CAO Jianting  埼玉工業大学, 工学部, 教授 (20306989)
Co-Investigator(Renkei-kenkyūsha) RUTKOWSKI Tomasz  筑波大学, システム情報系, 講師 (50415238)
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥18,330,000 (Direct Cost: ¥14,100,000、Indirect Cost: ¥4,230,000)
Fiscal Year 2011: ¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2010: ¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2009: ¥11,440,000 (Direct Cost: ¥8,800,000、Indirect Cost: ¥2,640,000)
Keywords信号処理 / 脳波計測 / インタフェース / ブレイン・コンピュータ・インタフェース / 経験的モード分解 / EEG / 脳工学 / 脳科学 / 時間周波数解析
Research Abstract

Brain-computer interfacing is a technology that transmit information in the brain to the outside, has a variety of engineering and medial applications. To realize this technology, we have to establish fundamentals of signal processing for extracting necessary components from the observed electroencephalogram(EEG) and/or for removing unnecessary components. In this KAKENHI project, we paid attention into the empirical mode decomposition(EMD), which is a recently well-known data-driven signal decomposition technique, and we aimed at establishing methodologies that apply this promising technique to signal processing for BCI. As a result of this project, we have succeeded in an accurate separation of electrocardiogram(EOG) components from the observed EEG. Moreover, we have successfully developed a method for extracting necessary components from EEG signals during motor-imagery tasks. Additionally, we have developed and implemented on-line BCI platforms that utilize an Android smartphone and simple robots.

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 (18 results) (of which Peer Reviewed: 10 results) Presentation (4 results) Remarks (1 results)

  • [Journal Article] Artifact suppression from EEG signals using data adaptive time domain filtering2012

    • Author(s)
      Md. K. I. Molla, Md. R. Islam, T. Tanaka, and T. M. Rutkowski
    • Journal Title

      Neurocomputing

      Volume: (in press)

    • Related Report
      2011 Final Research Report
  • [Journal Article] A simple platform of brain-controlled mobile robot and its implementation by SSVEP2012

    • Author(s)
      C. Zhang, Y. Kimura, H. Higashi, andT. Tanaka
    • Journal Title

      Proc. of the 2012 International Joint Conference on Neural Networks(IJCNN 2012)

      Volume: (in press)

    • Related Report
      2011 Final Research Report
  • [Journal Article] Multivariate EMD based approach to EOG artifacts separation from EEG2012

    • Author(s)
      Md. K. I. Molla, T. Tanaka, and T. M. Rutkowski
    • Journal Title

      Proc. of 2012 IEEE International Conference on Acoustics, Speech, and Signal Processing(ICASSP 2012)

      Pages: 653-656

    • Related Report
      2011 Final Research Report
  • [Journal Article] Regularization using geometric information between sensors capturing features from brain signals2012

    • Author(s)
      H.Higashi, A.Cichocki, T.Tanaka
    • Journal Title

      Proceedings IEEE ICASSP 2012

      Pages: 721-724

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multivariate EMD based approach to EOG artifacts separation from EEG2012

    • Author(s)
      Md.K.I.Molla, T.Tanaka, T.M.Rutkowski
    • Journal Title

      Proceedings IEEE ICASSP 2012

      Pages: 653-656

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Common spatial pattern using multivariate EMD for EEG classification2011

    • Author(s)
      L. Zhang, C. Zhang, H. Higashi, J. Cao, and T. Tanaka
    • Journal Title

      Proc. the Third APSIPA Annual Summit and Conference

      Pages: 5-5

    • Related Report
      2011 Final Research Report
  • [Journal Article] Interactive components extraction from fEEG, fNIRS, and peripheral biosignals for affective brain-machine interfacing paradigms2011

    • Author(s)
      T. M. Rutkowski, T. Tanaka, A. Cichocki, D. Erickson, and D. P. Mandic
    • Journal Title

      Computers in Human Behavior

      Volume: Vol.27, No.5 Pages: 1512-1518

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Journal Article] EEG data analysis based on EMD for coma and quasi-brain-death patients2011

    • Author(s)
      Q. Shi, J. Yang, J. Cao, T. Tanaka, and R. Wang
    • Journal Title

      J. Experimental & Theoretical Artificial Intelligence

      Volume: vol.23, no.1 Pages: 97-110

    • Related Report
      2011 Final Research Report
  • [Journal Article] Common spatial pattern using multivariate EMD for EEG classification2011

    • Author(s)
      L.Zhang, C.Zhang, H.Higashi, J.Cao, T.Tanaka
    • Journal Title

      Proceedings the Third APSIPA Annual Summit and Conference

      Volume: (Online) Pages: 5-5

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Classification by weighting for spatio-frequency components of EEG signal during motor imagery2011

    • Author(s)
      H.Higashi, T.Tanaka
    • Journal Title

      Proceedings IEEE ICASSP 2011

      Pages: 585-588

    • DOI

      10.1109/icassp.2011.5946471

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] EEG data analysis based on EMD for coma and quasi-brain-death patients2011

    • Author(s)
      Q.Shi, J.Yang, J.Cao, T.Tanaka, R.Wang
    • Journal Title

      J.Experimental, Theoretical Artificial Intelligence

      Volume: vol.23, no.1 Pages: 97-110

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Emotional faces boost up steady-state visual responses for brain-computer interface2011

    • Author(s)
      H.Bakardjian, T.Tanaka, A.Cichocki
    • Journal Title

      NeuroReport

      Volume: vol.22, no.3 Pages: 121-125

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Classification by weighting for spatio-frequency components of EEG signal during motor imagery2011

    • Author(s)
      H.Higashi, T.Tanaka
    • Journal Title

      Proc.of 2011 IEEE International Conferenc e on Acoustics, Speech, and Signal Processing (ICASSP 2011)

      Volume: 掲載確定 出版予定(採択)印刷中

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Seperation of EOG artifacts from EEG signals using bivariate EMD2010

    • Author(s)
      Md. K. I. Molla, T. Tanaka, T. M. Rutkowski, and A. Cichocki
    • Journal Title

      Proc. of 2010 IEEE International Conference on Acoustics, Speech, and Signal Processing(ICASSP 2010)

      Pages: 562-565

    • Related Report
      2011 Final Research Report
  • [Journal Article] Optimization of SSVEP brain responses with application to eight-command brain-computer interface2010

    • Author(s)
      H.Bakardjian, T.Tanaka, A.Cichocki
    • Journal Title

      Neuroscience Letters vol.469, No.1

      Pages: 34-38

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Seperation of EOG artifacts from EEG signals using bivariate EMD2010

    • Author(s)
      K.Molla, T.Tanaka, T.Rutkowski, A.Cichocki
    • Journal Title

      Proc.of 2010 IEEE International Conference on Acoustics, Speech, and Signal Processing 1

      Pages: 562-565

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Empirical mode decomposition method for MEG phantom data analysis2009

    • Author(s)
      J. Yang, Y. Saito, J. Cao, T. Tanaka, and T. Takeda
    • Journal Title

      J. Circuits, Systems, and Computers

      Volume: vol.18, No.8 Pages: 1467-1480

    • Related Report
      2011 Final Research Report
  • [Journal Article] Empirical mode decomposition method for MEG phantom data analysis2009

    • Author(s)
      J.Yang, Y.Saito, J.Cao, T.Tanaka, T.Takeda
    • Journal Title

      J.Circuits, Systems, and Computers vol.18, No.8

      Pages: 1467-1480

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] Control of a mobile robot via wi-fi with an SSVEP-based BCI2011

    • Author(s)
      張誠, 田中聡久
    • Organizer
      第26回信号処理シンポジウム
    • Place of Presentation
      札幌コンベンションセンター
    • Year and Date
      2011-11-11
    • Related Report
      2011 Annual Research Report
  • [Presentation] 運動想像時脳波の空間・周波数成分の重み付けによる識別2010

    • Author(s)
      東広志, 田中聡久
    • Organizer
      第25回信号処理シンポジウム
    • Place of Presentation
      奈良女子大学
    • Year and Date
      2010-11-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] EMD technique for a motor imagery based BCI System2009

    • Author(s)
      石奇衛, 曹建庭, 田中聡久
    • Organizer
      第24回信号処理シンポジウム
    • Place of Presentation
      鹿児島ロイヤルホテル
    • Year and Date
      2009-11-26
    • Related Report
      2009 Annual Research Report
  • [Presentation] EMD technique for a motor imagery based BCI System2009

    • Author(s)
      石奇衛,曹建庭,田中聡久
    • Organizer
      第24回信号処理シンポジウム論文集
    • Place of Presentation
      鹿児島
    • Related Report
      2011 Final Research Report
  • [Remarks]

    • URL

      http://www.youtube.com/watch?v=TpFdM_e76Fw

    • Related Report
      2011 Annual Research Report

URL: 

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

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