• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Prediction of finger movements from electroencephalogram for constructing a virtual keyboard using brain signals

Research Project

Project/Area Number 26560303
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Rehabilitation science/Welfare engineering
Research InstitutionNagaoka University of Technology

Principal Investigator

Nambu Isao  長岡技術科学大学, 工学研究科, 助教 (40553235)

Co-Investigator(Kenkyū-buntansha) 和田 安弘  長岡技術科学大学, 工学研究科, 教授 (70293248)
大須 理英子  株式会社国際電気通信基礎技術研究所, 脳情報通信総合研究所, 研究員 (60374112)
Co-Investigator(Renkei-kenkyūsha) OSU Rieko  国際電気通信基礎技術研究所, 研究員 (60374112)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords脳活動 / EEG / fNIRS / BCI / 運動 / 脳情報 / 脳波 / 指運動 / 非侵襲脳活動 / 指
Outline of Final Research Achievements

In this research, we explored a possibility to make a virtual keyboard system using brain signals. First, we measured brain activity using an electroencephalogram (EEG) and showed a possibility for decoding individual finger movements or its imagery from EEG signals. Next, using functional magnetic resonance imaging, we found that types of sequential finger movements can be decoded from preparatory brain activities in the premotor and supplementary motor areas contralateral to the moving hand. Finally, we proposed a method for reduction of systemic artifacts from scalp layers in functional near-infrared spectroscopy and evaluated its effectiveness. Taken all together, our results suggest that we can predict finger movements from non-invasive brain imaging techniques. This techniques could be used for constructing a brain-based virtual keyboard in future.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (15 results)

All 2017 2016 2015 2014

All Journal Article (5 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 5 results,  Open Access: 4 results,  Acknowledgement Compliant: 5 results) Presentation (10 results) (of which Int'l Joint Research: 2 results)

  • [Journal Article] Detecting Motor Learning-Related fNIRS Activity by Applying Removal of Systemic Interferences2017

    • Author(s)
      Isao Nambu, Takahiro Imai, Shota Saito, Takanori Sato, Yasuhiro Wada
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E100.D Issue: 1 Pages: 242-245

    • DOI

      10.1587/transinf.2016EDL8132

    • NAID

      130005188327

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Transient increase in systemic interferences in the superficial layer and its influence on event-related motor tasks: a functional near-infrared spectroscopy study2017

    • Author(s)
      Isao Nambu*, Takuya Ozawa*, Takanori Sato, Takatsugu Aihara, Yusuke Fujiwara, Yohei Otaka, Rieko Osu, Jun Izawa, Yasuhiro Wada
    • Journal Title

      Journal of Biomedical Optics

      Volume: 22(3) Issue: 3 Pages: 035008-035008

    • DOI

      10.1117/1.jbo.22.3.035008

    • NAID

      120007129213

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Effectiveness of Scalp-hemodynamics Reduction to Brain-computer Interfaces by Functional Near-infrared Spectroscopy2017

    • Author(s)
      佐藤貴紀、南部功夫、和田安弘
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 137 Issue: 5 Pages: 717-723

    • DOI

      10.1541/ieejeiss.137.717

    • NAID

      130005631897

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Reduction of global interference of scalp-hemodynamics in functional near-infrared spectroscopy using short distance probes2016

    • Author(s)
      Sato T, Nambu I, Takeda K, Aihara T, Yamashita O, Isogaya Y, Inoue Y, Otaka Y, Wada Y, Kawato M, Sato MA, Osu R
    • Journal Title

      Neuroimage

      Volume: 141 Pages: 120-132

    • DOI

      10.1016/j.neuroimage.2016.06.054

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Decoding sequential finger movement from preparatory activity in higher-order motor regions: a functional magnetic resonance imaging multi-voxel pattern analysis2015

    • Author(s)
      Isao Nambu, Nobuhiro Hagura, Satoshi Hirose, Yasuhiro Wada, Mitsuo Kawato, Eiichi Naito
    • Journal Title

      European Journal of Neuroscience

      Volume: 42 Issue: 10 Pages: 2851-2859

    • DOI

      10.1111/ejn.13063

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] 実運動と運動想起における指運動の予測:脳波による検討2017

    • Author(s)
      林哲郎, 横山寛,南部功夫, 和田安弘,
    • Organizer
      電子情報通信学会MBE研究会
    • Place of Presentation
      機械振興会館
    • Year and Date
      2017-03-14
    • Related Report
      2016 Annual Research Report
  • [Presentation] fNIRS計測時の頭部運動アーチファクトを除去するGLM解析の検討2016

    • Author(s)
      中村大輝, 佐藤貴紀, 南部功夫, 和田安弘
    • Organizer
      電子情報通信学会, 信越支部大会
    • Place of Presentation
      長岡技術科学大学
    • Year and Date
      2016-10-08
    • Related Report
      2016 Annual Research Report
  • [Presentation] Neurofeedback training for a 4-class fNIRS-based BCI2016

    • Author(s)
      Octavio Kazuyoshi Saito Junior, Takanori Sato, Isao Nambu, Yasuhiro Wada
    • Organizer
      IEEE Shin-etsu section
    • Place of Presentation
      長岡技術科学大学
    • Year and Date
      2016-10-08
    • Related Report
      2016 Annual Research Report
  • [Presentation] Resting-State Brain Activity in the Motor Cortex Reflects Task-Induced Activity: A Multi-Voxel Pattern Analysis2015

    • Author(s)
      Toshiki Kusano, Hiroki Kurashige, Isao Nambu, Yoshiya Moriguchi, Takashi Hanakawa, Yasuhiro Wada, Rieko Osu
    • Organizer
      Annual meeting of Society for Neuroscience (Neuroscience2015)
    • Place of Presentation
      Chicago, USA
    • Year and Date
      2015-10-17
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] EEGを用いた運動抑制エラーの単試行分類における特徴量に関する検討2015

    • Author(s)
      林哲郎, 山根彰太, 南部功夫, 矢野昌平,和田安弘
    • Organizer
      電子情報通信学会 信越支部大会
    • Place of Presentation
      柏崎
    • Year and Date
      2015-10-03
    • Related Report
      2015 Research-status Report
  • [Presentation] fNIRSを用いた運動想起時の脳活動に対する頭皮血流除去の効果2015

    • Author(s)
      小田祐太, 佐藤貴紀, 南部功夫, 和田安弘
    • Organizer
      電子情報通信学会 信越支部大会
    • Place of Presentation
      柏崎
    • Year and Date
      2015-10-03
    • Related Report
      2015 Research-status Report
  • [Presentation] Resting-State Brain Activity in the Motor Cortex Reflects Task-Induced Activity: A Multi-Voxel Pattern Analysis2015

    • Author(s)
      Toshiki Kusano, Hiroki Kurashige, Isao Nambu, Yoshiya Moriguchi, Takashi Hanakawa, Yasuhiro Wada, Rieko Osu
    • Organizer
      37th Annual International IEEE EMBS Conference (EMBC2015)
    • Place of Presentation
      Milano, Italy
    • Year and Date
      2015-08-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Neural representations by multi-voxel pattern of primary motor cortex inherent in resting-state brain activity2015

    • Author(s)
      草野利樹, 倉重宏樹, 南部功夫, 守口善也, 花川隆,和田安弘,大須理英子
    • Organizer
      第38回日本神経科学大会
    • Place of Presentation
      横浜
    • Year and Date
      2015-07-30
    • Related Report
      2015 Research-status Report
  • [Presentation] Switch specific activity is reflected beta-power phase synchronization: an EEG study2015

    • Author(s)
      横山寛, 南部功夫, 井澤淳,和田安弘
    • Organizer
      第38回日本神経科学大会
    • Place of Presentation
      横浜
    • Year and Date
      2015-07-29
    • Related Report
      2015 Research-status Report
  • [Presentation] Predicting occurrence of errors during a Go/No-Go task from EEG signals using support vector machine2014

    • Author(s)
      Shota Yamane, Isao Nambu, Yasuhiro Wada
    • Organizer
      36th Annual International IEEE EMBS Conference (EMBC2014)
    • Place of Presentation
      Chicago, USA
    • Year and Date
      2014-08-29
    • Related Report
      2014 Research-status Report

URL: 

Published: 2014-04-04   Modified: 2018-03-22  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi