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ICA analysis of EEG forjudgment of brain death

Research Project

Project/Area Number 12559012
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section展開研究
Research Field 広領域
Research InstitutionRIKEN

Principal Investigator

HORI Gen  RIKEN, Lab. for Advanced Brain Signal Processing, Researcher, 脳信号処理研究チーム, 研究員 (60322658)

Co-Investigator(Kenkyū-buntansha) MIZUNO Yoshikuni  Juntendo Univ., School of Medicine, Professor, 医学部・脳神経内科, 教授 (30049043)
ANDRZEI Cichocki  理化学研究所, 脳信号処理研究チーム, チームリーダー(研究職)
AMARI Shun-ichi  RIKEN, Lab. for Mathematical Neuroscience, Director, 脳数理研究チーム, グループディレクター(研究職) (80010726)
AIHARA Kazuyuki  Univ. of Tokyo, Faculty of Engineering, Professor, 大学院・新領域創成研究科, 教授 (40167218)
OKUMA Yasuyuki  Juntendo Univ., School of Medicine, Associate Professor, 医学部・脳神経内科, 助教授 (90185231)
CICHOCKI Andrzej  RIKEN, Lab. for Advanced Brain Signal Processing, Team Leader
Project Period (FY) 2000 – 2001
Project Status Completed (Fiscal Year 2001)
Budget Amount *help
¥8,700,000 (Direct Cost: ¥8,700,000)
Fiscal Year 2001: ¥1,800,000 (Direct Cost: ¥1,800,000)
Fiscal Year 2000: ¥6,900,000 (Direct Cost: ¥6,900,000)
Keywordsbrain death / independent component analysis / EEG / signal processing / chaos / time series analysis
Research Abstract

For judgment of brain death based on EEG, it is required to confirm that the EEG of the subject is flat to conclude brain death. In the flat EEG examination, the contamination from ECG(signal from heart beat) and environment makes the judgment difficult. The present research showed that the signal processing method based on independent component analysis(ICA) can effectively remove such contamination from the EEG of the subject with presumed brain death.
Furthermore, the present study suggested that the methods of time series analysis based on the theory of chaos can be used to confirm that the residual EEG signals after ICA processing are not vital signs. Among methods of chaotic time series analysis, the Wayland test can judge the residual EEG signals robustly Also the software for analyzing EEG for judgment of brain death using ICA and time series analysis is developed. The software is equipped with GUl and aimed at use in practical judgment of brain death.

Report

(3 results)
  • 2001 Annual Research Report   Final Research Report Summary
  • 2000 Annual Research Report
  • Research Products

    (19 results)

All Other

All Publications (19 results)

  • [Publications] Gen Hori, Shun-ichi Amari, Andrzej Cichocki, Yoshikuni Mizuno, Yasuyuki Okuma, Kazuyuki Aihara: "Using ICA of EEG for Judgment of Brain Death"Proc. of 7th Intl. Conf. on Neural Information Processing (ICONIP 2000). 1216-1219 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Gen Hori, Kazuyuki Aihana, Yoshikuni Mizuno, Yasuyuki Okuma: "Chaotic EEG Analysis and Judgment of Brain Death"Proc. of 5th Intl. Symp. on Artificial Life and Robotics (AROB 5th '00). 185-188 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Gen Hori: "A New Approach to Joint Diagonalization"Proc. of 2nd International Workshop on Independent Component Analysis and Blind Signal Separation (ICA2000). 151-155 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Gen Hori: "Nonlinear dynamics associated with Diagonalization and Joint Diagonalization"Proc. of 2001 Intl. Sympo. Nonlinear Theory Appl.. 407-410 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Gen Hori, Kazuyuki Aihara, Yoshikuni Mizuno, Yasuyuki Okuma: "Blind Source Separation and Chaotic Analysis of EEG for Judgment of Brain Death"Artificial Life and Robotics, Vol.4, Springer-Verlag (to appear). (印刷中).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Gen Hori, Shun-ichi Amari, Andrzej Cichocki, Yoshikunni Mizunjo. Yasuyuki Okuma and Kazuyuki Aihara: "Using ICA of EEG for Judgment of Brain Death"Proc. of 7th Intl. Conf. on Neural Information Processing.. 1216-1219 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Gen Hori, Kazuyuki Aihara, Yoshikuni Mizuno and Yasuyuki Okuma: "Chaotic EEG Analysis and Judgement of Brain Death"Proc. of 5th Intl. Symp. On Artificial Life and Robotics.. 185-188 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Gen Hori: "A New Approach to Joint Diagonalization"Proc. of 2nd Intl. Workshop on Independent Component Analysis and Blind Source Separation.. 151-155 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Gen Hori: "Nonlinear Dynamics associated with Diagonalization and Joint Diagonalization."Proc. of 2001 Intl. Symp. On Nonlinear Theory and Appl. 407-410 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Gen Hori, Kazuyuki Aihara, Yoshikuni Mizuno and Yasuyuki Okuma: "Blind Source Separation and Chaotic Analysis of EEG for Judgment of Brain Death", Artificial Life and Robotics, Vol.4"Springer-Verlag(to appear)..

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Gen Hori, Shun-ichi Amari, Andrzej Cichocki, Yoshikuni Mizuno, Yasuyuki Okuma, Kazuyuki Aihara: "Using ICA of EEG for Judgment of Brain Death"Proc. of 7th Intl. Conf. on Neural Information Processing(ICONIP 2000). 1216-1219 (2000)

    • Related Report
      2001 Annual Research Report
  • [Publications] Gen Hori, Kazuyuki Aihara, Yoshikuni Mizuno, Yoshiyuki Okuma: "Chaotic EEG Analysis and Judgment of Brain Death"Proc. of 5th Intl. Symp. on Artificial Life and Robotics(AROB 5th '00). 185-188 (2000)

    • Related Report
      2001 Annual Research Report
  • [Publications] Gen Hori: "A New Approach to Joint Diagonalization"Proc. of 2nd International Workshop on Independent Component Analysis and Blind Signal Separation(ICA2000). 151-155 (2000)

    • Related Report
      2001 Annual Research Report
  • [Publications] Gen Hori: "Nonlinear dynamics associated with Diagonalization and Joint Diagonalization"Proc. of 2001 Intl. Sympo. Nonlinear Theory Appl.. 407-410 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Gen Hori, Kazuyuki Aihara, Yoshikuni Mizuno, Yoshiyuki Okuma: "Blind Source Separation and Chaotic Analysis of EEG for Judgment of Brain Death"Artificial Life and Robotics, Vol.4, Springer-Verlag. (印刷中).

    • Related Report
      2001 Annual Research Report
  • [Publications] Gen Hori,Shun-ichi Amari,Andrzej Cichocki,Yoshikuni Mizuno,Yasuyuki Okuma and Kazuyuki Aihara: "Using ICA of EEG for Judgment of Brain Death"Proc.of 7th Intl.Conf.on Neural Information Processing (ICONIP 2000). 1216-1219 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Gen Hori,Kazuyuki Aihara,Yoshikuni Mizuno and Yasuyuki Okuma: "Chaotic EEG Analysis and Judgment of Brain Death"Proc.of 5th Intl.Symp.on Artificial Life and Robotics (AROB 5th '00). 185-188 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Gen Hori: "A New Approach to Joint Diagonalization"Proc.of 2nd International Workshop on Independent Component Analysis and Blind Signal Separation (ICA2000). 151-155 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Gen Hori,Kazuyuki Aihara,Yoshikuni Mizuno and Yasuyuki Okuma: "Blind Source Separation and Chaotic Analysis of EEG for Judgment of Brain Death"Artificial Life and Robotics, Vol.4,Springer-Verlag (to appear).

    • Related Report
      2000 Annual Research Report

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Published: 2000-04-01   Modified: 2016-04-21  

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