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Brain Computer Interface based on virtual sound image with other modal information

Research Project

Project/Area Number 24300051
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionNagaoka University of Technology

Principal Investigator

WADA Yasuhiro  長岡技術科学大学, 工学(系)研究科(研究院), 教授 (70293248)

Co-Investigator(Kenkyū-buntansha) OHISHI Kiyoshi  長岡技術科学大学, 工学部, 教授 (40185187)
YANO Shohei  長岡工業高等専門学校, 電気電子システム工学科, 准教授 (90332006)
NAMBU Isao  長岡技術科学大学, 工学部, 助教 (40553235)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥17,810,000 (Direct Cost: ¥13,700,000、Indirect Cost: ¥4,110,000)
Fiscal Year 2014: ¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2013: ¥7,540,000 (Direct Cost: ¥5,800,000、Indirect Cost: ¥1,740,000)
Fiscal Year 2012: ¥7,410,000 (Direct Cost: ¥5,700,000、Indirect Cost: ¥1,710,000)
KeywordsBCI / 頭外音像定位技術 / 脳波 / 機能的近赤外分光法 / BMI / BMI
Outline of Final Research Achievements

Brain-computer interface (BCI) is actively researched to control various interfaces by using human brain activity. Many BCI studies utilized an electroencephalogram (EEG), and visual stimulation paradigm. However, in patients with vision loss, visual BCI is not the preferred choice. Thus, auditory BCI has been focused attention. However, many auditory BCI are necessary to arrange the speaker for listening. We focused on auditory BCI paradigm using a virtual sound source by earphones.
We extended to 13 virtual sound sources and examined its performance. Eight subjects participated in the oddball experiments and their brain activity was measured using EEG. The measured EEG signal was used for estimating the intended direction by support vector machine (SVM). As a result, average classification rate across subjects in 10-trial signal averaging was 80.1%. This suggests a possibility to estimate intended direction of the virtual sound source from 13 directions.

Report

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

    (21 results)

All 2014 2013 2012 Other

All Journal Article (6 results) (of which Peer Reviewed: 6 results) Presentation (15 results)

  • [Journal Article] EEG Channel Selection Using Particle Swarm Optimization for the Classification of Auditory Event-Related Potentials2014

    • Author(s)
      Gonzalez, Alejandro Nambu, Isao Hokari, Haruhide Wada, Yasuhiro
    • Journal Title

      The Scientific World Journal

      Volume: E92-A Pages: 1316-1321

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Towards the classification of single-trial event-related potentials using adapted wavelets and particle swarm optimization2013

    • Author(s)
      Gonzalez, A., Nambu, I., Hokari, H., Iwahashi, M., Wada, Y.
    • Journal Title

      IEEE SMC 2013

      Volume: 1 Pages: 3089-3094

    • DOI

      10.1109/smc.2013.527

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Detecting event-related motor activity using functional near-infrared spectroscopy2013

    • Author(s)
      T. Ozawa, T. Aihara, Y. Fujiwara, Y. Otaka, I. Nambu, R. Osu, J. Izawa, Y. Wada
    • Journal Title

      International IEEE/EMBS Conference on Neural Engineering, NER

      Volume: 1 Pages: 1529-1532

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 脳卒中片麻痺のリハビリテーションとNear-infrared Spectroscopy2013

    • Author(s)
      武田 湖太郎、佐藤貴紀、南部功夫、山田亨、梅山伸二、大高洋平、井上芳浩、大須理英子、和田安弘、加藤宏之
    • Journal Title

      認知神経科学

      Volume: 4 Pages: 157-161

    • NAID

      130006895706

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evaluation of motor learning by fNIRS signal analysis using a general linear model2013

    • Author(s)
      S. Saito, T. Imai, T. Sato, I. Nambu, and Y. Wada
    • Journal Title

      International IEEE/EMBS Conference on Neural Engineering, NER

      Volume: 1 Pages: 529-532

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Estimating the Intended Sound Direction of the User : toward an Auditory Brain-Computer Interface Using Out-of-head Sound Localization2013

    • Author(s)
      Nambu, I., Ebisawa, M., Kogure, M., Yano, S, Hokari, H, Wada, Y.
    • Journal Title

      PLoS ONE

      Volume: 8

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Presentation] 仮想音源を利用した聴覚BCIの空間分解能向上に関する検討2014

    • Author(s)
      長部航, 南部功夫, 穗刈治英, 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
      信州大学
    • Year and Date
      2014-10-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] 仮想音源を用いた聴覚BCIにおける試行間隔の検討2014

    • Author(s)
      杉美帆, Alejandro Gonzalez, 萩元裕, 長谷川侑太, 南部功夫, 矢野昌平, 穗刈治英, 和田安弘
    • Organizer
      電子情報通信学会信越支部大会
    • Place of Presentation
      信州大学
    • Year and Date
      2014-10-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] Examination of the time interval shorting in auditory brain-computer interface using virtual sound source2014

    • Author(s)
      M. Sugi, A. Gonzalez, Y. Hagimoto, Y. Hasegawa, I. Nambu, S. Yano, H. Hokari, Y. Wada
    • Organizer
      Proceeding of Life Engineering Symposium 2014
    • Place of Presentation
      Kanazawa Univ.
    • Year and Date
      2014-09-17
    • Related Report
      2014 Annual Research Report
  • [Presentation] Improvement of spatial resolution in estimating intended direction from the EEG using virtual sound sources2014

    • Author(s)
      W. Osabe, I. Nambu, H.Hokari, S. Yano, Y. Wada
    • Organizer
      Proceeding of Life Engineering Symposium 2014
    • Place of Presentation
      Kanazawa Univ.
    • Year and Date
      2014-09-17
    • Related Report
      2014 Annual Research Report
  • [Presentation] 運動想起の切り替えに関連する脳波の時系列変化2014

    • Author(s)
      横山寛,南部功夫,井澤淳,和田安弘
    • Organizer
      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] Estimating brain activity of motor learning by using fNIRS-GLM analysis2012

    • Author(s)
      Imai Takahiro, Takanori Sato, Isao Nambu, and Y asuhiro Wada
    • Organizer
      9th International Conference on Neural Information Processing
    • Place of Presentation
      Doha
    • Year and Date
      2012-11-14
    • Related Report
      2012 Annual Research Report
  • [Presentation] fNIRS-GLM解析を用いた回転変換運動タスクにおける学習の考察2012

    • Author(s)
      今井貴弘, 佐藤貴紀, 南部功夫, 和田安弘
    • Organizer
      電子情報通信学会技術研究報告MBE2012
    • Place of Presentation
      信州大学
    • Year and Date
      2012-09-27
    • Related Report
      2012 Annual Research Report
  • [Presentation] Simulation of method to remove skin blood flow artifact in functional near-infrared spectroscopy using short-distance probe2012

    • Author(s)
      Sato, T., Takeda, K., Osu, R., Nambu, I., Wada, Y.
    • Organizer
      第27回生体・生理工学シンポジウム
    • Place of Presentation
      北海道大学
    • Year and Date
      2012-09-19
    • Related Report
      2012 Annual Research Report
  • [Presentation] Functional near-infrared spectroscopy (fNIRS) detects event-related activities for fast and ballistic grip force production2012

    • Author(s)
      Ozawa, T., Aihara, T., Fujiwara, Y., Otaka Y., Wada, Y., Osu, R., Izawa, J.
    • Organizer
      第27回生体・生理工学シンポジウム
    • Place of Presentation
      北海道大学
    • Year and Date
      2012-09-19
    • Related Report
      2012 Annual Research Report
  • [Presentation] Estimation of force direction from functional near-infrared spectroscopy signals using sparse logistic regression2012

    • Author(s)
      Takanori Sato, Yasuyuki Muto, Isao Nambu, and Y asuhiro Wada
    • Organizer
      Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      San Diego
    • Year and Date
      2012-08-31
    • Related Report
      2012 Annual Research Report
  • [Presentation] fNIRSにおける頭皮血流のグローパルな干渉の低減:短距離プローブと一般線形モデルを用いた 解析の検討

    • Author(s)
      佐藤貴紀、武田 湖太郎、南部功夫、大須理英子、和田安弘
    • Organizer
      NEURO2013
    • Place of Presentation
      京都
    • Related Report
      2013 Annual Research Report
  • [Presentation] 仮想音源を用いた意図方向推定BCI における試行間隔の検討

    • Author(s)
      萩元裕、矢野昌平、穗刈治英、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
    • Related Report
      2013 Annual Research Report
  • [Presentation] fNIRS信号を用いた運動タスク判別における頭皮血流除去の効果

    • Author(s)
      佐藤貴紀、菅井杏子、南部功夫、和田安弘
    • Organizer
      電子情報通信学会技術研究報告MBE
    • Place of Presentation
      東京
    • Related Report
      2013 Annual Research Report
  • [Presentation] 機能的近赤外分光法で計測された視覚運動追従課題時の脳活動に対する頭皮血流変化成分除去 の検討

    • Author(s)
      南部功夫, 今井貴弘, 齋藤翔太, 佐藤貴紀、和田安弘
    • Organizer
      NEURO2013
    • Place of Presentation
      京都
    • Related Report
      2013 Annual Research Report
  • [Presentation] fNIRSによる事象関連運動時の脳活動計測の検討

    • Author(s)
      小澤拓也, 相原孝次, 藤原祐介, 大高洋平, 南部功夫, 和田安弘, 大須理英子,井澤淳
    • Organizer
      NEURO2013
    • Place of Presentation
      京都
    • Related Report
      2013 Annual Research Report

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Published: 2012-04-24   Modified: 2019-07-29  

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