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2013 Fiscal Year Final Research Report

Design and Improvement of Brain-Machine Interface Using Portable NIRS Device

Research Project

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Project/Area Number 23560286
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent mechanics/Mechanical systems
Research InstitutionShizuoka University

Principal Investigator

ITO Tomotaka  静岡大学, 工学(系)研究科(研究院), 准教授 (00283341)

Co-Investigator(Renkei-kenkyūsha) OHGI Shohei  聖隷クリストファー大学, リハビリテーション学部, 教授 (90387506)
Project Period (FY) 2011 – 2013
Keywordsブレイン・マシン・インタフェース / NIRS / 脳情報 / ロボット / 学習 / 人間機械系
Research Abstract

In recent years, robotics and medical sciences have focused on a new input interface, "the brain-machine interface." If a practical BMI system is realized, it could have pioneering applications in various new fields, e.g., human-robot interaction and supportive care for persons with special needs. Therefore, we aimed to design a practical BMI system using a portable Near-Infrared Spectroscopy (NIRS) device. In this research, we developed a LVQ-based cerebral state classifier for a portable NIRS device that enabled to classify cerebral blood flow patterns corresponding to several human mental imagery (e.g, mental commands given to a robot) and human emotions. Then, we discussed problems to utilize the NIRS-based BMI system in the daily environment and designed the improved LVQ-based classifier. In addition to that, we experimentally investigated the response of the cerebral blood flow against external visual stimuli.

  • Research Products

    (7 results)

All 2013 2012 2011

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (6 results)

  • [Journal Article] Design of Brain- Machine Interface Using Near-Infrared Spectroscopy2013

    • Author(s)
      T.Ito, S.Ushii, T.Sameshima, Y. Mitsui, S.Ohgi, C.Mizuike
    • Journal Title

      Journal of Robotics and Mechatronics

      Volume: 25-6 Pages: 1000-1010

    • Peer Reviewed
  • [Presentation] Brain Machine Interface using Portable Near- InfraRed Spectroscopy : Improvement of Classification Performance based on ICA analysis and Self-proliferating LVQ2013

    • Author(s)
      T.Ito, H.Akiyama, T.Hirano
    • Organizer
      IEEE Int. Conf. on Intelligent Robots and Systems
    • Place of Presentation
      Tokyo
    • Year and Date
      2013-11-04
  • [Presentation] ポータブルNIRS計測装置を用いたブレインマシンインターフェースの構築-ノードの自動増殖を用いた追加学習の効果-2013

    • Author(s)
      伊藤友孝,秋山英毅,平野時久
    • Organizer
      日本機械学会ロボティクス・メカトロニクス講演会
    • Place of Presentation
      つくば市
    • Year and Date
      2013-05-24
  • [Presentation] Design of Brain Machine Interface using Portable Near- InfraRed Spectroscopy2012

    • Author(s)
      T.Ito, T.Hirano, Y.Mitsui, H.Akiyama, S.Ohgi and C.Mizuike
    • Organizer
      IEEE Int. Conf. on Micro-Nano Mechatronics and Human Science
    • Place of Presentation
      Nagoya
    • Year and Date
      2012-11-06
  • [Presentation] ポータブルNIRS計測装置を用いたブレインマシンインターフェースの構築2012

    • Author(s)
      伊藤友孝,秋山英毅,三井嘉弘,平野時久
    • Organizer
      日本機械学会ロボティクス・メカトロニクス講演会
    • Place of Presentation
      浜松市
    • Year and Date
      2012-05-29
  • [Presentation] NIRSを用いたブレインマシンインターフェースの構築2012

    • Author(s)
      伊藤友孝,三井嘉弘,平野時久,秋山英毅,大城昌平,水池千尋
    • Organizer
      第17回ロボティクスシンポジア
    • Place of Presentation
      萩市
    • Year and Date
      2012-03-14
  • [Presentation] NIRSを用いたブレインマシンインターフェースの構築-識別率向上のための学習条件の検討-2011

    • Author(s)
      伊藤友孝,平野時久,鮫島孝文,三井嘉弘,大城昌平,水池千尋
    • Organizer
      日本機械学会ロボティクス・メカトロニクス講演会
    • Place of Presentation
      岡山市
    • Year and Date
      2011-05-28

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Published: 2015-07-16  

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