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2011 Fiscal Year Final Research Report

Data-Driven Multichannel Signal Processing for Brain Computer Interfacing

Research Project

  • PDF
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
Keywords信号処理 / 脳波計測 / インタフェース
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.

  • Research Products

    (9 results)

All 2012 2011 2010 2009

All Journal Article (8 results) Presentation (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)

  • [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)

  • [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

  • [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

  • [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

  • [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

  • [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

  • [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

  • [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
    • Year and Date
      20091100

URL: 

Published: 2013-07-31  

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