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Single-trial-EEG-based SSBCIJ system: generalization to continuous silent speech recognition

Research Project

Project/Area Number 15K00276
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Human interface and interaction
Research InstitutionKyushu Institute of Technology

Principal Investigator

Yamazaki Toshimasa  九州工業大学, 大学院情報工学研究院, 教授 (50392163)

Co-Investigator(Kenkyū-buntansha) 井上 勝裕  九州工業大学, 大学院情報工学研究院, 教授 (00150516)
齊藤 剛史  九州工業大学, 大学院情報工学研究院, 准教授 (10379654)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2017: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywordsサイレントスピーチ / 脳波 / BCI / 連続音声認識 / 単語 / 文節 / 実時間性 / SSBCIJ / decoding / wireless / real-time / 母音・単語・音節 / self monitoring / RNN / Elman network / SSRS / 単一試行脳波 / 運動準備電位 / Kalman filter / HMM
Outline of Final Research Achievements

Our previous study in scalp-recorded-EEG-based silent speech Brain-Computer Interface in Japapnese (SSBCIJ) had been limitted to decoding of silent vowels and two-hiragana characters. This research addressed itself to development algorithm that enables us to decode silent words and phrases of more than three moras, and to design of real-time SSBCIJ system for a patient with spinal muscular atrophy.

Report

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

    (28 results)

All 2017 2016 2015

All Journal Article (6 results) (of which Peer Reviewed: 6 results,  Acknowledgement Compliant: 3 results,  Open Access: 1 results) Presentation (20 results) (of which Int'l Joint Research: 12 results,  Invited: 2 results) Book (2 results)

  • [Journal Article] Potential association between modular structures of brain functional connectivity networks and individual varability in foreign language ability2017

    • Author(s)
      T.Yamazaki et al.
    • Journal Title

      認知科学

      Volume: 24 Pages: 118-128

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 画像認知・想起時脳波によるトランプカードの推定-トリックなしのカード当てマジック-2016

    • Author(s)
      山ノ井高洋 他
    • Journal Title

      日本知能情報ファジィ学会誌

      Volume: 28 Pages: 639-646

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Feature extraction for finger motor imagery2016

    • Author(s)
      W.Taketoshi et al.
    • Journal Title

      Proc. the 47th ISCIE International Symposium on Stochastic Systems Theory and Its Applications

      Volume: 2015 Pages: 34-40

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] A study on sound source tracking based on a frame-wise DOA estimation2016

    • Author(s)
      N.Iwasaki et al.
    • Journal Title

      Proc. the 47th ISCIE International Symposium on Stochastic Systems Theory and Its Applications

      Volume: 2015 Pages: 74-80

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Decoding silent speech in Japanese from single trial EEGs: Preliminary results2015

    • Author(s)
      H.Yamaguchi et al.
    • Journal Title

      Journal of Computer Science and Systems Biology

      Volume: 8 Issue: 05 Pages: 285-291

    • DOI

      10.4172/jcsb.1000202

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Performance of a Bayesian-Network-Model-Based BCI Using Single-Trial EEGs2015

    • Author(s)
      M.Sakamoto et al.
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E98.D Issue: 11 Pages: 1976-1981

    • DOI

      10.1587/transinf.2015EDP7017

    • NAID

      130005106084

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 脳波を利用したSSBCIJシステムの研究動向について2017

    • Author(s)
      山﨑敏正
    • Organizer
      第4回サイレント音声認識ワークショップ
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Efficiency of Independent Component Analysis for Equivalent Current Dipole Localization2017

    • Author(s)
      Takahiro Yamanoi, Yoshinori Tanaka, Hisashi Toyoshima, Shin-ich Ohnishi,  and Toshimasa Yamazaki
    • Organizer
      IWACIII2017+ NSFC-CAS-JSPSsymposium2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Spatiotemporal human brain activities on recalling 4-legged mammal and fruit names.2017

    • Author(s)
      Koji Sugimoto, Takahiro Yamanoi, Hisashi Toyoshima, Mika Otsuki, Shin-ichi Ohnishi, Toshimasa Yamazaki:
    • Organizer
      Joint 17th World Congress of International Fuzzy Systems Association and 9th International Conference on Soft Computing and Intelligent Systems (IFSA-SCIS 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Brain Functional Connectivity Network-based Approach for Recognition of Alzheimer’s Disease in EEG2017

    • Author(s)
      Sakura Nishijima, Toshimasa Yamazaki
    • Organizer
      18th International Symposium on Advanced Intelligent Systems (ISIS2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Prediction of Finger Flexion Speed using EEG Power Spectral Entropy2017

    • Author(s)
      Keisuke Ando, Haruko Nishida and Toshimasa Yamazaki
    • Organizer
      18th International Symposium on Advanced Intelligent Systems (ISIS2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A method to construct and quantify the brain functional connectivity networks based on synchronization likelihood of electroencephalograms during different facial expressions2017

    • Author(s)
      Asako Watanabe, Toshimasa Yamazaki
    • Organizer
      18th International Symposium on Advanced Intelligent Systems (ISIS2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Relationship between the modular structures of BFCNs and individual variability in foreign language learning ability2017

    • Author(s)
      Akiyoshi Akiyama, Asako Watanabe, Toshimasa Yamazaki, Eiko Soejima, Takahiko Yamamoto
    • Organizer
      CAN-ACN 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Discrimination of finger flexion speed using EEG power spectral entropy2017

    • Author(s)
      Haruko Nishida, Naoto Toshima, Toshimasa Yamazaki, Takahiro Yamanoi
    • Organizer
      CAN-ACN 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 頭皮脳波を利用したSSBCIJシステムの研究動向について2017

    • Author(s)
      山﨑敏正
    • Organizer
      計測自動制御学会ライフエンジニアリング部門シンポジウム(LE2017)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Dynamic generation of thesaurus from plaintext using deep learning2016

    • Author(s)
      K.Matsushita
    • Organizer
      SAES2016
    • Place of Presentation
      九州工業大学(福岡県北九州市)
    • Year and Date
      2016-12-17
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Denoising ofscalp-recorded EEGs using higher-order ststistics for BCI2016

    • Author(s)
      N.Toshima
    • Organizer
      SAES2016
    • Place of Presentation
      九州工業大学(福岡県北九州市)
    • Year and Date
      2016-12-17
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A method for constructing brain functional connectivity network based on synchronization likelihood of scalp-recorded EEGs2016

    • Author(s)
      A.Watanabe
    • Organizer
      SAES2016
    • Place of Presentation
      九州工業大学(福岡県北九州市)
    • Year and Date
      2016-12-17
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] サイレントスピーチBCI-実用化課題の検討-2015

    • Author(s)
      廣瀬 他
    • Organizer
      HCGシンポジウム
    • Place of Presentation
      富山
    • Year and Date
      2015-12-16
    • Related Report
      2015 Research-status Report
  • [Presentation] BFCNによる長期記憶と短期記憶の可視化2015

    • Author(s)
      秋山 他
    • Organizer
      HCGシンポジウム
    • Place of Presentation
      富山
    • Year and Date
      2015-12-16
    • Related Report
      2015 Research-status Report
  • [Presentation] Silent speech BCI: Extension to recognition of consonant-vowel sequences in Japanese2015

    • Author(s)
      H.Yamaguchi et al.
    • Organizer
      NEUROSCIENCE 2015
    • Place of Presentation
      Chicago, USA
    • Year and Date
      2015-10-17
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Silent speech recognition system using single-trail EEGs: A silent season BCI2015

    • Author(s)
      T.Itoh et al.
    • Organizer
      NEUROSCIENCE 2015
    • Place of Presentation
      Chicago, USA
    • Year and Date
      2015-10-17
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 頭皮脳波を利用した新しいBCIアルゴリズムの展開2015

    • Author(s)
      山崎
    • Organizer
      LE2015
    • Place of Presentation
      飯塚
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] 遺伝子発現データと臨床情報を利用したがんサブタイプ探索2015

    • Author(s)
      山崎
    • Organizer
      LE2015
    • Place of Presentation
      飯塚
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] サイレントスピーチBCI-アルゴリズムを規定するパラメータの検討-2015

    • Author(s)
      松下 他
    • Organizer
      LE2015
    • Place of Presentation
      飯塚
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] 動作イメージBCI-運動準備電位とEMGの関係-2015

    • Author(s)
      西田 他
    • Organizer
      LE2015
    • Place of Presentation
      飯塚
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Book] Silent Speech Brain-Computer Interaface in Japanese2016

    • Author(s)
      T.Yamazaki
    • Total Pages
      57
    • Publisher
      LAMBERT Academic Publishing
    • Related Report
      2016 Research-status Report
  • [Book] Silent Speech Brain-Computer Interface in Japanese2016

    • Author(s)
      T.Yamazaki
    • Total Pages
      57
    • Publisher
      LAMBERT Academic Publishing
    • Related Report
      2015 Research-status Report

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

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