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2016 Fiscal Year Annual Research Report

Incorporating Deep Learning and Error Potential Feedback to a BMI System to Enhance User Experience

Research Project

Project/Area Number 15H06922
Research InstitutionAdvanced Telecommunications Research Institute International

Principal Investigator

Penaloza C.  株式会社国際電気通信基礎技術研究所, 石黒浩特別研究所, 研究員 (80753532)

Project Period (FY) 2015-08-28 – 2017-03-31
KeywordsBCI / Brain Computer Interface / Android / Motor Imagery
Outline of Annual Research Achievements

A Brain Machine Interface (BMI) system that integrates an Android robot was sucessfully developed. The android robot provided realistic visual feedback to the user so that he/she could concentrate better and modulate his/her brain activity. A new training protocol that addresses the deficiencies of the classical approach and takes advantage of body-abled user capabilities was proposed. Experimental results suggest that android feedback based BCI training improves the modulation of sensorimotor rhythms during motor imagery task. Moreover, we discovered that the influence of body ownership transfer illusion towards the android induced thrhough a haptic interface might have an effect in the modulation of event related desynchronization/synchronization (ERD/ERS) activity.

Research Progress Status

28年度が最終年度であるため、記入しない。

Strategy for Future Research Activity

28年度が最終年度であるため、記入しない。

  • Research Products

    (3 results)

All 2017 2016

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Acknowledgement Compliant: 1 results) Presentation (1 results) Book (1 results)

  • [Journal Article] {Android Feedback based Training modulates Sensorimotor Rhythms during Motor Imagery2017

    • Author(s)
      Christian Penaloza, Maryam Alimardani and Shuichi Nishio
    • Journal Title

      IEEE Transactions on Neural Systems

      Volume: なし

    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] Detecting error-related negativity while operating Android with BMI2016

    • Author(s)
      Kodai Shatani, Christian I. Penaloza, Shuichi Nishio
    • Organizer
      The 30th Annual Conference of the Japanese Society for Artificial Intellitgence (JSAI 2016)
    • Place of Presentation
      KitaKyushu, Japan
    • Year and Date
      2016-06-06 – 2016-06-09
  • [Book] Book Chapter: Towards Brain-controlled Androids: From Science Fiction to Reality2017

    • Author(s)
      Christian I. Penaloza, Shuichi Nishio and Hiroshi Ishiguro
    • Total Pages
      0
    • Publisher
      IGI-Global

URL: 

Published: 2018-01-16  

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