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2016 年度 実績報告書

Learning to control brain activity pattern using real-time functional MRI: A feasibility study

研究課題

研究課題/領域番号 26350993
研究機関名古屋大学

研究代表者

Bagarinao E.  名古屋大学, 脳とこころの研究センター, 特任准教授 (00443218)

研究期間 (年度) 2014-04-01 – 2017-03-31
キーワードreal-time functional MRI / neurofeedback / support vector machine / brain machine interface / machine learning
研究実績の概要

The final year of the project was devoted to the last remaining scans and additional enhancement of the real-time fMRI system. For this, 3 more participants were recruited and scanned, completing the target number of participants.

Additional tools were also developed for the real-time fMRI system. This included an interface for a small humanoid robot that served as a neurofeedback system for imagined movements. In the current implementation, the real-time classification of the generated activation maps during the scan using support vector machine drives the robot’s arm movement. Another was the development of an algorithm using simultaneous EEG-fMRI to increase the temporal resolution of fMRI feedback to sub-second time scale. The feasibility of the algorithm was investigated using several tasks including working memory, semantic memory, and oddball tasks.

Finally, results obtained this year were presented in domestic as well as international conferences. The developed source code for the real-time system was also shared to other research institutes for use in their own real-time fMRI implementation. The results are also being finalized for possible publication.

  • 研究成果

    (8件)

すべて 2017 2016

すべて 学会発表 (8件) (うち国際学会 2件、 招待講演 1件)

  • [学会発表] Development of a Brain Machine Interface Using a Neurofeedback fMRI System - A Small Humanoid Represents Imagery Movements -2017

    • 著者名/発表者名
      Akihiro Yoshida, Epifanio Bagarinao, Mika Ueno, Haruo Isoda, Kazunori Terabe, Shohei Kato, Toshiharu Nakai
    • 学会等名
      1st Annual Scientific Meeting of the ISMRM Japanese Chapter
    • 発表場所
      Osaka, Japan
    • 年月日
      2017-02-23 – 2017-02-24
  • [学会発表] Real-time fMRI を使用した小型ヒューマノイド Neurofeedback システムの構築2016

    • 著者名/発表者名
      吉田旭宏, エピファニオ バガリナオ, 上野美果, 寺部和紀, 加藤昇平, 礒田治夫, 中井敏晴
    • 学会等名
      平成28年度日本生体医工学会東海支部学術集会
    • 発表場所
      名古屋市、愛知県
    • 年月日
      2016-10-22 – 2016-10-22
  • [学会発表] Real-time functional MRI2016

    • 著者名/発表者名
      Epifanio Bagarinao
    • 学会等名
      Lecture presented at Tri-Service General Hospital
    • 発表場所
      Taipei, Taiwan
    • 年月日
      2016-09-26 – 2016-09-26
    • 招待講演
  • [学会発表] Building an Activation Map Driven Operation System for a Small Humanoid Using Real-time fMRI - An Initial Report -2016

    • 著者名/発表者名
      Akihiro Yoshida, Epifanio Bagarinao, Mika Ueno, Kazunori Terabe, Shohei Kato, Haruo Isoda, Toshiharu Nakai
    • 学会等名
      BrainConnects 2016
    • 発表場所
      Taichung, Taiwan
    • 年月日
      2016-09-22 – 2016-09-25
  • [学会発表] EEG-fMRI同時計測による意味記憶課題中のサブセカンドレベルでの連続的な脳活動の検出2016

    • 著者名/発表者名
      Kengo Mizuno, Epifanio Bagarinao, Satoshi Maesawa, Saea Tohira, Hirohisa Watanabe, Toshiharu Nakai, and Haruo Isoda
    • 学会等名
      44th Annual Meeting of the Japanese Society for Magnetic Resonance in Medicine
    • 発表場所
      Saitama, Japan
    • 年月日
      2016-09-09 – 2016-09-11
  • [学会発表] Sub-second activation dynamics of the oddball task: A simultaneous EEG-fMRI study2016

    • 著者名/発表者名
      E. Bagarinao, K. Mizuno, S. Maesawa, H. Watanabe, S. Tohira, T. Nakai, and H. Isoda
    • 学会等名
      39th Annual Meeting of the Japan Neuroscience Society
    • 発表場所
      Yokohama, Japan
    • 年月日
      2016-07-20 – 2016-07-22
  • [学会発表] Detecting subsecond activation changes during interictal epileptic spike using simultaneous EEG-fMRI2016

    • 著者名/発表者名
      Epifanio Bagarinao, Satoshi Maesawa, Yuji Ito, Hirohisa Watanabe, and Haruo Isoda
    • 学会等名
      22nd Annual Meeting of the Organization for Human Brain Mapping
    • 発表場所
      Geneva, Switzerland
    • 年月日
      2016-06-26 – 2016-06-30
    • 国際学会
  • [学会発表] Sequential activation in sub-second range during working memory task: A simultaneous EEG-fMRI study2016

    • 著者名/発表者名
      Kengo Mizuno, Epifanio Bagarinao, Satoshi Maesawa, Saea Tohira, Hirohisa Watanabe, Toshiharu Nakai, and Haruo Isoda
    • 学会等名
      22nd Annual Meeting of the Organization for Human Brain Mapping
    • 発表場所
      Geneva, Switzerland
    • 年月日
      2016-06-26 – 2016-06-30
    • 国際学会

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公開日: 2018-01-16  

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