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Blind separation of three-component seismic signal with the higher-order statistics

Research Project

Project/Area Number 13650980
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 資源開発工学
Research InstitutionMURORAN INSTITUTE OF TECHNOLOGY

Principal Investigator

NAGANO Koji  Muroran Institute of Technology, Department of Computer Science and Systems Engineering, Associate Professor, 工学部, 助教授 (90212109)

Co-Investigator(Kenkyū-buntansha) ITAKURA Ken-ichi  Muroran Institute of Technology, Department of Computer Science and Systems Engineering, Professor, 工学部, 教授 (20168298)
Project Period (FY) 2001 – 2002
Project Status Completed (Fiscal Year 2002)
Budget Amount *help
¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 2002: ¥1,000,000 (Direct Cost: ¥1,000,000)
KeywordsIndependent component analysis / Blind separation / Seismic waves / Subsurface instrumentation / Geothermal energy / ブラインドセパレーション / 地熱開発
Research Abstract

Duration of an elliptically polarized wave is detected by using the blind signal separation and the cross-correlation analysis in three-component seismic signals. Observed three-component signals are assumed to be linear combinations of the elliptically polarized wave and another wave. The fourth-order cumulant, kurtosis, is used to measure a degree of the independence of the transformed signals. To actually minimize or maximize the kurtosis, a fixed-point algorithm is employed. Duration of the polarized wave is detected by analyzing the cross-correlation functions between the half of pi phase-shifted signal and the zero phase-shifted signal. The duration of crack-waves which have the elliptical particle motion is detected well by using the algorithm. Analytic signal transformed from the observed signal is also used in the blind separation. The algorithm using the analytic signal decreases ambiguity of a result.
A function based on the normalized fourth order cumulant, kurtosis, is used to detect the P-wave arrival time. Errors of the automatic detection are within 6 ms in 87 acoustic emission signals.

Report

(3 results)
  • 2002 Annual Research Report   Final Research Report Summary
  • 2001 Annual Research Report
  • Research Products

    (6 results)

All Other

All Publications (6 results)

  • [Publications] Koji Nagano: "Blind detection of an elliptically polarized wave in three-component seismic measurement"Proc.XI European Signal Processing Conference. III. 11-14 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 岩本佑介, 永野宏治: "高次統計量解析によるAE信号のP波入力時刻の自動検出"開発技報. 45. 15-20 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Koji Nagano: "Blind detection of an elliptically polarized wave in three-component seismic measurement"Proc. XI European Signal Processing Conference. III. 11-14 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Yuusuke Iwamoto, Koji Nagano: "An automatic detection algorithm of P-wave arrival time for subsurface acoustic emission by using the higher-order statistics"Journal of the Association of Innovative Technology. 45. 15-20 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Koji Nagano: "Blind detection of an elliptically polarized wave in three-component seismic measurement"Proc. XI European Signal Processing Conference. III. 11-14 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 岩本佑介, 永野宏治: "高次統計量解析によるAE信号のP波入力時刻の自動検出"開発技報. 45. 15-20 (2002)

    • Related Report
      2002 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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