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Development of brain-computer interface for input characters in mind

Research Project

Project/Area Number 24500163
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionTokyo Institute of Technology

Principal Investigator

YOSHIMURA Natsue  東京工業大学, 精密工学研究所, 准教授 (00581315)

Co-Investigator(Renkei-kenkyūsha) DASALLA Charles SAYO  東京工業大学, 国際部国際事業課, 教育研究支援員 (20602684)
AKAMA Hiroyuki  東京工業大学, 社会理工学研究科, 准教授 (60242301)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2012: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords脳活動信号計測 / デコーディング / ブレイン・コンピュータ・インタフェース / 機能的MRI / 脳波 / 機械学習 / 逆問題
Outline of Final Research Achievements

Brain-computer interface (BCI) has been attracted attentions as a communication tool for persons who cannot speak or move their hands to use a computer. To make BCIs more effective and useful, extracting of functional information from brain signals is key technology. In this study, we measured electroencephalography (EEG) signals and functional magnetic resonance imaging data during imagination of Japanese vowels, and performed vowel classification. As a result, the classification accuracy was higher when EEG cortical current signals were estimated from EEG and fMRI and used as the features than when EEG signals themselves were used.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (9 results)

All 2014 2013 Other

All Presentation (9 results) (of which Invited: 1 results)

  • [Presentation] 脳波を用いた感性の定量化と応用に関する基礎検討2014

    • Author(s)
      古賀理、吉村奈津江、Belkacem A.N.、辛徳、神原裕行、小池康晴
    • Organizer
      電子情報通信学会NC/MBE 研究会
    • Place of Presentation
      東北大学
    • Year and Date
      2014-11-21 – 2014-11-22
    • Related Report
      2014 Annual Research Report
  • [Presentation] 脳波を用いた手指の動作識別2014

    • Author(s)
      奥下竜太郎、吉村奈津江、神原裕行、辛徳、Belkacem A.N.、小池康晴
    • Organizer
      電子情報通信学会NC/MBE 研究会
    • Place of Presentation
      東北大学
    • Year and Date
      2014-11-21 – 2014-11-22
    • Related Report
      2014 Annual Research Report
  • [Presentation] 脳皮質信号源を用いた母音識別における信号源推定条件の検討2014

    • Author(s)
      吉村奈津江、西元淳、Belkacem A.N.、神原裕行、辛徳、花川隆、小池康晴
    • Organizer
      第37回日本神経科学大会
    • Place of Presentation
      パシフィコ横浜
    • Year and Date
      2014-09-11 – 2014-09-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] ヒト運動座標系の脳内表象2014

    • Author(s)
      吉村奈津江
    • Organizer
      Japan Society for Motor Control and Neuro rehabilitation
    • Place of Presentation
      東京工業大学
    • Year and Date
      2014-08-23 – 2014-08-24
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Classifying speech imagery of Japanese vowels using EEG cortical currents2014

    • Author(s)
      Nishimoto A, Yoshimura N, Belkacem A. N , Jimura K, Shin D, Kambara H, Hanakawa T, Koike Y
    • Organizer
      Conference on Systems Neuroscience and Rehabilitation 2014 (SNR2014)
    • Place of Presentation
      国立障害者リハビリテーションセンター(埼玉県)
    • Related Report
      2013 Research-status Report
  • [Presentation] 脳活動信号を用いた音声識別2013

    • Author(s)
      西元淳,吉村奈津江,地村弘二,神原裕行,辛徳,花川隆,小池康晴
    • Organizer
      電子情報通信学会ニューロコンピューティング(NC)研究会
    • Place of Presentation
      新潟大学
    • Related Report
      2013 Research-status Report
  • [Presentation] fMRIを用いたヒトの手首随意運動における内部・外部座標系の脳内表象2013

    • Author(s)
      吉村 奈津江, Charles S DaSalla, 地村 弘二, 花川 隆, 小池 康晴
    • Organizer
      Neuro2013
    • Place of Presentation
      国立京都国際会館
    • Related Report
      2013 Research-status Report
  • [Presentation] EEG信号源電流を用いたロボット制御

    • Author(s)
      吉村 奈津江,チャールズ ダサーラ,川瀬 利弘,神原 裕行,辛 徳,花川 隆,佐藤 雅昭,小池 康晴
    • Organizer
      第35回日本神経科学大会
    • Place of Presentation
      名古屋国際会議場,愛知県
    • Related Report
      2012 Research-status Report
  • [Presentation] Controlling a robot using muscle activity signals reconstructed from electroencephalography cortical currents

    • Author(s)
      Natsue Yoshimura, Charles S. DaSalla, Toshihiro Kawase, Hiroyuki Kambara, Takashi Hanakawa, Masa-aki Sato, Yasuharu Koike
    • Organizer
      The 42nd annual meeting of the Society of Neuroscience (SfN)
    • Place of Presentation
      Ernest N. Morial Convention Center, New Orleans, USA
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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