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Sparse detection from multi-channel surface electroencephalogram response to visual stimuli

Research Project

Project/Area Number 15H04002
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, 工学(系)研究科(研究院), 准教授 (70360584)

Co-Investigator(Kenkyū-buntansha) 曹 建庭  埼玉工業大学, 工学部, 教授 (20306989)
東 広志  豊橋技術科学大学, 工学(系)研究科(研究院), 助教 (70734474)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥16,900,000 (Direct Cost: ¥13,000,000、Indirect Cost: ¥3,900,000)
Fiscal Year 2017: ¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2016: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2015: ¥9,100,000 (Direct Cost: ¥7,000,000、Indirect Cost: ¥2,100,000)
Keywords脳波 / BCI / 信号処理 / 視覚刺激 / ブレインコンピュータインタフェース / ブレインマシンインタフェース / 視覚野 / 情動 / 神経科学 / 生体医工学 / 機械学習 / ブレイン・コンピュータ・インタフェース / スパース / 視覚実験 / 脳 / BMI
Outline of Final Research Achievements

When a human gazes at a visual stimulus such as on/off flashing, this optical stimulus stimulates the retina that translate the stimulus to electrical signal, which reaches the occipital area in the cerebral cortex. This electrical signal can be observed as the change of electrical potential by attaching electrodes on the head surface. This observed signal is called surface electroencephalogram (EEG). When multiple patterns of visual stimuli are presented on screen, if a human gazes at one of the stimuli, it is possible to identify the stimulus that the human is gazing at. This technique makes it possible to control a device or a machine. This is called a brain-computer interface (BCI). To implement BCI accurately, it is necessary to establish a method for detect the target only from the observed EEG. In this project, we utilized sparse signal processing to address this problem. We were successful in establishing an accurate detection of visual stimulus from the EEG.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • Research Products

    (32 results)

All 2018 2017 2016 2015 Other

All Int'l Joint Research (3 results) Journal Article (19 results) (of which Int'l Joint Research: 6 results,  Peer Reviewed: 18 results,  Acknowledgement Compliant: 12 results,  Open Access: 6 results) Presentation (9 results) (of which Int'l Joint Research: 7 results) Remarks (1 results)

  • [Int'l Joint Research] UCSD(米国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] ラジシャヒ大学(バングラデシュ)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] ラジシャヒ大学(バングラデシュ)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Complex sparse spatial filter for decoding mixed frequency and phase coded steady-state visually evoked potentials2018

    • Author(s)
      Morikawa Naoki、Tanaka Toshihisa、Islam Md Rabiul
    • Journal Title

      Journal of Neuroscience Methods

      Volume: 304 Pages: 1-10

    • DOI

      10.1016/j.jneumeth.2018.04.001

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Asynchronous Brain--Computer Interfacing Based on Mixed-Coded Visual Stimuli2017

    • Author(s)
      Suefusa Kaori、Tanaka Toshihisa
    • Journal Title

      IEEE Transactions on Biomedical Engineering

      Volume: 1 Issue: 9 Pages: 1-11

    • DOI

      10.1109/tbme.2017.2785412

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A comparison study of visually stimulated brain--computer and eye tracking interfaces2017

    • Author(s)
      K. Suefusa and T. Tanaka
    • Journal Title

      Journal of Neural Engineering

      Volume: 14 Issue: 3 Pages: 036009-036009

    • DOI

      10.1088/1741-2552/aa6086

    • Related Report
      2017 Annual Research Report 2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Variation in Event-Related Potentials by State Transitions2017

    • Author(s)
      Higashi, H., Minami, T., Nakauchi, S.
    • Journal Title

      Frontiers Human Neuroscience

      Volume: 271 Pages: 75-75

    • DOI

      10.3389/fnhum.2017.00075

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A Graph Theory Analysis on Distinguishing EEG-Based Brain Death and Coma2017

    • Author(s)
      Cui Gaochao、Zhu Li、Zhao Qibin、Cao Jianting、Cichocki Andrzej
    • Journal Title

      24th International Conference on Neural Information Processing, Lecture Notes in Computer Science

      Volume: 10637 Pages: 589-595

    • DOI

      10.1007/978-3-319-70093-9_62

    • ISBN
      9783319700922, 9783319700939
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Completion of High Order Tensor Data with Missing Entries via Tensor-Train Decomposition2017

    • Author(s)
      Yuan Longhao、Zhao Qibin、Cao Jianting
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 10634 Pages: 222-229

    • DOI

      10.1007/978-3-319-70087-8_24

    • ISBN
      9783319700861, 9783319700878
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Patients’ EEG Data Analysis via Spectrogram Image with a Convolution Neural Network2017

    • Author(s)
      Yuan Longhao、Cao Jianting
    • Journal Title

      International Conference on Intelligent Decision Technologies

      Volume: 1 Pages: 13-21

    • DOI

      10.1007/978-3-319-59421-7_2

    • ISBN
      9783319594200, 9783319594217
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Comparison of EMD, MEMD and 2T-EMD by analyzing standard artificial signals and EEG2017

    • Author(s)
      Miao Yao、Cao Jianting
    • Journal Title

      2017 International Joint Conference on Neural Networks

      Volume: 1 Pages: 1367-1371

    • DOI

      10.1109/ijcnn.2017.7966012

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Unsupervised frequency-recognition method of SSVEPs using a filter bank implementation of binary subband CCA2017

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

      Journal of Neural Engineering

      Volume: 14 Issue: 2 Pages: 026007-026007

    • DOI

      10.1088/1741-2552/aa5847

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Multilinear discriminant analysis with subspace constraints for single-trial classification of event-related potentials2016

    • Author(s)
      H. Higashi, T. M. Rutkowski, T. Tanaka, and Y. Tanaka
    • Journal Title

      IEEE Journal of Selected Topics in Signal Processing

      Volume: 10 Issue: 7 Pages: 1295-1305

    • DOI

      10.1109/jstsp.2016.2599297

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Smoothing of xDAWN spatial filters for robust extraction of event-related potentials2016

    • Author(s)
      H. Higashi, T. M. Rutkowski, T. Tanaka, and Y. Tanaka
    • Journal Title

      Proceedings of The 2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: 1 Pages: 1-5

    • DOI

      10.1109/apsipa.2016.7820750

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Spatial smoothing of canonical correlation analysis for steady state evoked potential based brain computer interfaces2016

    • Author(s)
      S. Ryu, H. Higashi, T. Tanaka, S. Nakauchi, and T. Minami
    • Journal Title

      Proceedings of 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society

      Volume: 1 Pages: 1516-1519

    • DOI

      10.1109/embc.2016.7590998

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] EEG Signal Processing with Signal Structures2016

    • Author(s)
      東広志, 田中聡久
    • Journal Title

      Journal of The Society of Instrument and Control Engineers

      Volume: 55 Issue: 11 Pages: 960-965

    • DOI

      10.11499/sicejl.55.960

    • NAID

      130005284204

    • ISSN
      0453-4662, 1883-8170
    • Related Report
      2016 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] Real-time Mobile Phone Dialing System based on SSVEP2016

    • Author(s)
      Dongsheng Wang, Toshiki Kobayashi, Gaochao Cui, Daishi Watabe and Jianting Cao
    • Journal Title

      International Conference on Machine Vision

      Volume: 10341 Pages: 1-4

    • DOI

      10.1117/12.2268404

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Decoding of responses to mixed frequency and phase coded visual stimuli using multiset canonical correlation analysis2016

    • Author(s)
      K. Suefusa and T. Tanaka
    • Journal Title

      Engineering in Medicine and Biology Society (EMBC), 2016 38th Annual International Conference of the IEEE

      Volume: 1 Pages: 1492-1495

    • DOI

      10.1109/embc.2016.7590992

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Frequency recognition of steady-state visually evoked potentials using binary subband CCA with reduced dimension of reference signals2016

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

      Proceedings of 2016 IEEE International Conference on Acoustics, Speech and Signal Processing

      Volume: 1 Pages: 10-13

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Frequency recognition for SSVEP-BCI using reference signals with dominant stimulus frequency2015

    • Author(s)
      Md. R. Islam, T. Tanaka, Md. K. I. Molla, and Most. S. Akter
    • Journal Title

      2015 APSIPA Annual Summit and Conference Proceedings

      Volume: 1 Pages: 971-974

    • DOI

      10.1109/apsipa.2015.7415416

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Frequency recognition for SSVEP-based BCI with data adaptive reference signals2015

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

      2015 IEEE International Conference on Digital Signal Processing Proceedings

      Volume: 1 Pages: 799-803

    • DOI

      10.1109/icdsp.2015.7251986

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Subspace-constrained multilinear discriminant analysis for ERP-based brain computer interface classification2015

    • Author(s)
      H. Higashi, T. M. Rutkowski, T. Tanaka, and Y. Tanaka
    • Journal Title

      Proceedings of The 2015 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC 2015)

      Volume: 1 Pages: 934-940

    • DOI

      10.1109/apsipa.2015.7415409

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] 情動誘発画像を用いたEEG・NIRS信号の分類2017

    • Author(s)
      龍進吾, 東広志, 村松潤哉, 中内茂樹, 南哲人
    • Organizer
      ヒューマンインフォメーション研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 周辺視野における刺激周波数とSSVEP応答の関係2017

    • Author(s)
      中島健太, 南哲人, 東広志, 中内茂樹
    • Organizer
      ヒューマンインフォメーション研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Mismatch between perception and neural response in glare illusion2016

    • Author(s)
      Y. Suzuki, T. Shinkai, H. Higashi, T. Minami and S. Nakauchi
    • Organizer
      Vision Sciences Society 2016 Annual Meeting
    • Place of Presentation
      FL, USA
    • Year and Date
      2016-05-13
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Frequency recognition of steady-state visually evoked potentials using binary subband CCA with reduced dimension of reference signals2016

    • Author(s)
      Toshihisa Tanaka
    • Organizer
      2016 IEEE International Conference on Acoustics, Speech and Signal Processing
    • Place of Presentation
      中国・上海
    • Year and Date
      2016-04-19
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Frequency recognition for SSVEP-BCI using reference signals with dominant stimulus frequency2015

    • Author(s)
      Md. R. Islam, T. Tanaka, Md. K. I. Molla, and Most. S. Akter
    • Organizer
      2015 APSIPA Annual Summit and Conference
    • Place of Presentation
      中国・香港
    • Year and Date
      2015-12-16
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Subspace-constrained multilinear discriminant analysis for ERP-based brain computer interface classification2015

    • Author(s)
      H. Higashi,, T. M. Rutkowski, T. Tanaka, and Y. Tanaka
    • Organizer
      2015 APSIPA Annual Summit and Conference
    • Place of Presentation
      中国・香港
    • Year and Date
      2015-12-16
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Two types of data shrinkage for brain-computer interfaces -- Toward small data processing2015

    • Author(s)
      Toshihisa Tanaka
    • Organizer
      Germany-Japan Adaptive BCI Workshop
    • Place of Presentation
      京都大学(京都府京都市)
    • Year and Date
      2015-10-28
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Frequency recognition for SSVEP-based BCI with data adaptive reference signals2015

    • Author(s)
      Md. R. Islam, T. Tanaka, N. Morikawa, and Md. K. I. Molla
    • Organizer
      2015 IEEE International Conference on Digital Signal Processing
    • Place of Presentation
      シンガポール
    • Year and Date
      2015-07-21
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] How to select trials? - Sparse signal processing approach2015

    • Author(s)
      Toshihisa Tanaka
    • Organizer
      The Third APSIPA Workshop on the Frontier in Biomedical Signal Processing and Systems (BioSiPS 2015)
    • Place of Presentation
      中国・上海
    • Year and Date
      2015-06-01
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Remarks] 生体信号情報学研究室

    • URL

      http://www.sip.tuat.ac.jp/

    • Related Report
      2015 Annual Research Report

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Published: 2015-04-16   Modified: 2022-08-26  

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