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Application of empirical mode decomposition in early diagnosis of magnetic memory signal

  • Jian Cheng Leng*
  • , Min Qiang Xu
  • , Jia Zhong Zhang
  • *Corresponding author for this work
  • School of Astronautics, Harbin Institute of Technology
  • Daqing Petroleum Institute

Research output: Contribution to journalArticlepeer-review

Abstract

In order to eliminate noise interference of metal magnetic memory signal in early diagnosis of stress concentration zones and metal defects, the empirical mode decomposition method combined with the magnetic field gradient characteristic was proposed. A compressive force periodically acting upon a casing pipe led to appreciable deformation, and magnetic signals were measured by a magnetic indicator TSC-1M-4. The raw magnetic memory signal was first decomposed into different intrinsic mode functions and a residue, and the magnetic field gradient distribution of the subsequent reconstructed signal was obtained. The experimental results show that the gradient around 350 mm represents the maximum value ignoring the marginal effect, and there is a good correlation between the real maximum field gradient and the stress concentration zone. The wavelet transform associated with envelop analysis also exhibits this gradient characteristic, indicating that the proposed method is effective for early identifying critical zones.

Original languageEnglish
Pages (from-to)549-553
Number of pages5
JournalJournal of Central South University of Technology (English Edition)
Volume17
Issue number3
DOIs
StatePublished - Jun 2010
Externally publishedYes

Keywords

  • Early diagnosis
  • Empirical mode decomposition
  • Envelop analysis
  • Magnetic field gradient
  • Metal magnetic memory
  • Noise interference
  • Stress concentration
  • Zones

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