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Analysis of plastic brain activities by EEG measurement and mathematical modeling

Research Project

Project/Area Number 24560498
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field System engineering
Research InstitutionThe University of Tokushima

Principal Investigator

NAGASHINO Hiorofumi  徳島大学, ヘルスバイオサイエンス研究部, 教授 (40035655)

Co-Investigator(Kenkyū-buntansha) AKUTAGAWA Masatake  徳島大学, 大学院ソシオテクノサイエンス研究部, 講師 (90294727)
Co-Investigator(Renkei-kenkyūsha) EMOTO Takahiro  徳島大学, 大学院ソシオテクノサイエンス研究部, 講師 (90418989)
Research Collaborator PANDYA Abhijit S.  フロリダアトランティック大学, 工学計算機科学部, 教授
DANESH Ali A.  フロリダアトランティック大学, 教育学部, 教授
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2012: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywordsシステム工学 / 脳波 / 数理モデル / 経験的モード分解 / 耳鳴り / ニューラルネットワーク / 可塑性 / 国際研究者交流 / アメリカ合衆国 / 聴覚 / 国際研究者交流,
Outline of Final Research Achievements

In order to clarify plastic brain activities by estimating the sates of the brain system using the data acquired by the measurement of electroencephalogram (EEG), , we have developed a Hilbert Huang transformation with empirical mode decomposition. We applied it to the estimation of degree of synchrony between the brain locations in two period tapping coordination, the frequency analysis of EEG, and the learning and recall of periodic auditory stimuli (click sound). Additionally, we developed mathematical models for the neural networks with plasticity. We have effectively applied it to multi-layered perceptron neural networks for recall of tapping coordination and tinnitus management process by sound therapy. The latter model incorporates basically the auditory tonotopicity.

Report

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

    (38 results)

All 2015 2014 2013 2012

All Journal Article (19 results) (of which Peer Reviewed: 14 results,  Open Access: 3 results,  Acknowledgement Compliant: 3 results) Presentation (19 results) (of which Invited: 1 results)

  • [Journal Article] 電極数とその配置法が脳内信号源推定精度に与える影響についての検討 ~国際式10-20電極配置法と偏在型電極配置法の比較~2015

    • Author(s)
      大崎竜輝,芥川正武,榎本崇宏,加治芳雄,七條文雄,古川和彦,長篠博文,小中信典,木内陽介
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: Vol. 114, No. 153 Pages: 13-18

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Simulation of tinnitus generation and its relief by sound therapy with a realistic time scale2015

    • Author(s)
      Hirofumi Nagashino, Yohsuke Kinouchi, Ali A. Danesh and Abhijit S. Pandya
    • Journal Title

      Advances in Biotechnology and Bioscience, Proceedings of The 6th International Conference on Bioscience and Bioinformatics, Dubai, UAE, February 22-24, 2015

      Volume: Vol. 1 Pages: 9-16

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A computational framework with simplified tonotopicity for tinnitus generation and its management by sound therapy2015

    • Author(s)
      Hirofumi Nagashino, Yohsuke Kinouchi, Ali A. Danesh and Abhijit S. Pandya
    • Journal Title

      Proceedings of The 6th International Multi-Conference on Complexity, Informatics, and Cybernetics, Orlando, USA, March 10-13, 2015

      Volume: Vol. 1 Pages: 10-13

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Hilbert-HuangCoherenceを用いた同期度解析2014

    • Author(s)
      近藤詠二,中平雄哉,芥川正武,榎本崇宏,加治芳雄,七條文雄,古川和彦,長篠博文,小中信典,木内陽介
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: Vol. 114, No. 153 Pages: 7-12

    • Related Report
      2014 Annual Research Report
  • [Journal Article] A computational model for tinnitus generation and its management by sound therapy2014

    • Author(s)
      Hirofumi Nagashino, Yohsuke Kinouchi, Ali A. Danesh and Abhijit S. Pandya
    • Journal Title

      International Journal of Biology and Biomedical Engineering

      Volume: Vol. 8 Pages: 191-196

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Spike-time-dependent plasticity of excitation and inhibition in a neuronal network model for tinnitus relief with sound therapy2013

    • Author(s)
      Hirofumi Nagashino, Yohsuke Kinouchi, Ali A. Danesh and Abhijit S. Pandya
    • Journal Title

      International Journal of Biology and Biomedical Engineering

      Volume: 6 Pages: 165-173

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] A neuronal network model with simplified tonotopicity for tinnitus generation and its relief by sound therapy2013

    • Author(s)
      Hirofumi Nagashino, Yohsuke Kinouchi, Ali A. Danesh and Abhijit S. Pandya
    • Journal Title

      Proceedings of the 35th Annual International Conference of the IEEE EMBS, Osaka, Japan, July 3-7, 2013

      Volume: 1 Pages: 5966-5969

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Hilbert-Huang変換を用いた両手協調運動時の脳波同期度解析2013

    • Author(s)
      芥川正武,中平雄哉,榎本崇宏,加治芳雄,七條文雄,古川和彦,長篠博文,小中信典,木内陽介
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 113 Pages: 27-32

    • Related Report
      2013 Research-status Report
  • [Journal Article] ニューラルネットワークを用いた非線形システムの状態変化の指標化2013

    • Author(s)
      木内敬浩,芥川正武,榎本崇宏,長篠博文,小中信典,木内陽介
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 113 Pages: 33-36

    • Related Report
      2013 Research-status Report
  • [Journal Article] A computational model with plasticity for tinnitus generation and its relief by sound therapy2013

    • Author(s)
      Hirofumi Nagashino, Yohsuke Kinouchi, Ali A. Danesh and Abhijit S. Pandya
    • Journal Title

      Proceedings of The 24th International Conference on Modelling and Simulation, Banff, Canada, July 17-19, 2013

      Volume: 1 Pages: 39-44

    • DOI

      10.2316/p.2013.802-035

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] A neuronal network model with STDP and homeostatic plasticity for tinnitus generation and its management by sound therapy2013

    • Author(s)
      Hirofumi Nagashino, Yohsuke Kinouchi, Ali A. Danesh and Abhijit S. Pandya
    • Journal Title

      Proceedings of The 4th International Conference on Bioscience and Bioinformatics, Chania, Crete Island, Greece, August 27-29, 2013

      Volume: 1 Pages: 134-139

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] A neuronal network model with simplified tonotopicity for tinnitus generation and its management by sound therapy2013

    • Author(s)
      Hirofumi Nagashino, Yohsuke Kinouchi, Ali A. Danesh and Abhijit S. Pandya
    • Journal Title

      Proceedings of The 6th WSEAS International Conference on Biomedical Electronics and Biomedical Informatics, Baltimore, USA, September 17-19, 2013

      Volume: 1 Pages: 22-27

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Recall of auditory stimulus2012

    • Author(s)
      Makoto Shigeta
    • Journal Title

      Proceedings of IEEE-EMBS International Conference on Biomedical and Health Informatics, Hong Kong and Shenzhen, China, January 2-7, 2012

      Volume: 1 Pages: 420-423

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A neuronal network model with STDP for tinnitus and its management by sound therapy2012

    • Author(s)
      Hirofumi Nagashino
    • Journal Title

      Proceedings of IEEE-EMBS International Conference on Biomedical and Health Informatics, Hong Kong and Shenzhen, China, January 2-7, 2012

      Volume: 1 Pages: 428-431

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A plastic neuronal network model with STDP for tinnitus management by sound therapy2012

    • Author(s)
      Hirofumi Nagashino
    • Journal Title

      International Journal of Mathematical Models and Methods in Applied Sciences

      Volume: 6 Pages: 90-97

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] 聴覚刺激の種類による聴覚想起に関する研究2012

    • Author(s)
      金景華
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 112 Pages: 11-14

    • Related Report
      2012 Research-status Report
  • [Journal Article] A neuronal network model with plasticity of inhibition for tinnitus management by sound therapy2012

    • Author(s)
      Hirofumi Nagashino
    • Journal Title

      Proceedings of The 14th WSEAS International Conference on Mathematical and Computational Methods in Science and Engineering, Sliema, Malta, September 7-9, 2012

      Volume: 1 Pages: 192-197

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Inhibiton of oscillation in a neural oscillator model for sound therapy of tinnitus2012

    • Author(s)
      Hirofumi Nagashino
    • Journal Title

      International Journal of Modelling and Simulation

      Volume: 32 Pages: 279-285

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A neuronal network model with homeostatic plasticity for tinnitus generation and its management by sound therapy2012

    • Author(s)
      Hirofumi Nagashino
    • Journal Title

      Proceedings of 2012 IEEE-EMBS International Conference on Biomedical Engineering and Sciences, Langkawi, Malaysia, December 17-19, 2012

      Volume: 1

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] 測定電極数および配置法の違いが脳内信号源推定精度に与える影響についての検討2014

    • Author(s)
      大崎竜輝,芥川正武,榎本崇宏,加治芳雄,七條文雄,古川和彦,長篠博文,小中信典,木内陽介
    • Organizer
      平成26年度電気関係学会四国支部連合大会
    • Place of Presentation
      徳島大学工学部(徳島県徳島市)
    • Year and Date
      2014-09-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Hilbert Huang Coherenceの時間分解能について2014

    • Author(s)
      近藤詠二,中平雄哉,芥川正武,榎本崇宏,加治芳雄,七條文雄,古川和彦,長篠博文,小中信典,木内陽介
    • Organizer
      平成26年度電気関係学会四国支部連合大会
    • Place of Presentation
      徳島大学工学部(徳島県徳島市)
    • Year and Date
      2014-09-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] ニューラルネットワークを用いた非線形システム解析に統計的手法を取り入れた評価法2014

    • Author(s)
      木内敬浩,芥川正武,榎本崇宏,長篠博文,小中信典,木内陽介
    • Organizer
      平成26年度電気関係学会四国支部連合大会
    • Place of Presentation
      徳島大学工学部(徳島県徳島市)
    • Year and Date
      2014-09-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] A computational model with simplified tonotopicity for tinnitus and its management by sound therapy2014

    • Author(s)
      Hirofumi Nagashino, Yohsuke Kinouchi, Ali A. Danesh and Abhijit S. Pandya
    • Organizer
      XI International Tinnitus Seminars
    • Place of Presentation
      ベルリン(ドイツ連邦共和国)
    • Year and Date
      2014-05-21 – 2014-05-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] Neural network models of sound therapy for tinnitus: audiologic perspectives2013

    • Author(s)
      Ali A. Danesh, Hirofumi Nagashino and Abhijit S. Pandya
    • Organizer
      25th Annual Convention of the American Academy of Audiology
    • Place of Presentation
      アナハイム・コンヴェンション・センター(アメリカ合衆国)
    • Related Report
      2013 Research-status Report
  • [Presentation] 測定電極位置の偏在による脳内信号源推定精度の向上に関する研究2013

    • Author(s)
      大崎竜輝,芥川正武,榎本崇宏,加治芳雄,七條文雄,古川和彦,長篠博文,小中信典,木内陽介
    • Organizer
      平成25年度電気関係学会四国支部連合大会
    • Place of Presentation
      徳島大学工学部(徳島県)
    • Related Report
      2013 Research-status Report
  • [Presentation] ニューラルネットワークを用いた非線形システム解析に関する研究2013

    • Author(s)
      木内敬浩,芥川正武,榎本崇宏,長篠博文,小中信典,木内陽介
    • Organizer
      平成25年度電気関係学会四国支部連合大会
    • Place of Presentation
      徳島大学工学部(徳島県)
    • Related Report
      2013 Research-status Report
  • [Presentation] Computational models for tinnitus generation and its management by sound therapy2013

    • Author(s)
      Hirofumi Nagashino
    • Organizer
      6th International Conference on Biomedical Electronics and Biomedical Informatics
    • Place of Presentation
      モーガン州立大学(アメリカ合衆国)
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] ニューラルネットワークによる複数周波数リズムの学習2013

    • Author(s)
      江原清法,長篠博文
    • Organizer
      2013年度計測自動制御学会四国支部学術講演会
    • Place of Presentation
      香川大学工学部(香川県)
    • Related Report
      2013 Research-status Report
  • [Presentation] 耳鳴り発生とその音響療法の数理モデル2013

    • Author(s)
      松尾将,長篠博文, 木内陽介, Ali A. Danesh and Abhijit S. Pandya
    • Organizer
      2013年度計測自動制御学会四国支部学術講演会
    • Place of Presentation
      香川大学工学部(香川県)
    • Related Report
      2013 Research-status Report
  • [Presentation] 脳不活性部同定に関する研究2012

    • Author(s)
      片山雅仁
    • Organizer
      第51回日本生体医工学会大会
    • Place of Presentation
      福岡国際会議場(福岡県)
    • Related Report
      2012 Research-status Report
  • [Presentation] Modulation of slow wave EEG during the auditory recall2012

    • Author(s)
      Kyung-Hwa Kim
    • Organizer
      2012 World Congress on Medical Physics and Biomedical Engineering
    • Place of Presentation
      Beijing International Convention Center (China)
    • Related Report
      2012 Research-status Report
  • [Presentation] Scaling of brain inert region from EEG using neural networks2012

    • Author(s)
      Masato Katayama
    • Organizer
      2012 World Congress on Medical Physics and Biomedical Engineering
    • Place of Presentation
      Beijing International Convention Center (China)
    • Related Report
      2012 Research-status Report
  • [Presentation] Investigation of auditory evoked potentials during attention to the auditory stimulus2012

    • Author(s)
      Yukitoshi Yoshisda
    • Organizer
      2012 World Congress on Medical Physics and Biomedical Engineering
    • Place of Presentation
      Beijing International Convention Center (China)
    • Related Report
      2012 Research-status Report
  • [Presentation] 聴覚刺激の種類による聴覚想起に関する研究2012

    • Author(s)
      金景華
    • Organizer
      電子情報通信学会MEとバイオサイバネティクス研究会
    • Place of Presentation
      岡山大学(岡山県)
    • Related Report
      2012 Research-status Report
  • [Presentation] 複雑な両手協調運動時の脳波位相同期2012

    • Author(s)
      中平雄哉
    • Organizer
      平成24年度電気関係学会四国支部連合大会
    • Place of Presentation
      四国電力株式会社総合研修所(香川県)
    • Related Report
      2012 Research-status Report
  • [Presentation] ウェーブレット変換を用いたノイズ除去による事象関連電位抽出に関する研究2012

    • Author(s)
      吉田幸利
    • Organizer
      平成24年度電気関係学会四国支部連合大会
    • Place of Presentation
      四国電力株式会社総合研修所(香川県)
    • Related Report
      2012 Research-status Report
  • [Presentation] The study on the auditory recall by phase analysis2012

    • Author(s)
      Kyung-Hwa Kim
    • Organizer
      平成24年度電気関係学会四国支部連合大会
    • Place of Presentation
      四国電力株式会社総合研修所(香川県)
    • Related Report
      2012 Research-status Report
  • [Presentation] 耳鳴り発生とその音響療法治療過程のホメオスタシス可塑性を用いた神経細胞回路モデル2012

    • Author(s)
      長篠博文
    • Organizer
      平成24年度電気関係学会四国支部連合大会
    • Place of Presentation
      四国電力株式会社総合研修所(香川県)
    • Related Report
      2012 Research-status Report

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

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