• DocumentCode
    257522
  • Title

    Improving Empirical Mode Decomposition based on up-sampling

  • Author

    Jialing Mo ; Weiping Hu ; Shasha Le

  • Author_Institution
    Guangxi Key Lab. of Multi-source Inf. Ming & Security, Guangxi Normal Univ., Guilin, China
  • fYear
    2014
  • fDate
    4-6 June 2014
  • Firstpage
    425
  • Lastpage
    428
  • Abstract
    The paper proposes an improved Empirical Mode Decomposition method based on up-sampling, due to the energy leakage in traditional Empirical Mode Decomposition for insufficient sampling rate(digital domain frequency greater than 0.2). The method uses the signal interpolation to improve sampling rate before EMD, and then recovers the original scale by corresponding down-sampling and low pass filtering. The numerical results show that it can partly recover the accurate position of extreme points and effectively reduce the energy leakage. Three typical interpolations are also employed and the result shows that the effect of using cubic spline interpolation with 4 times is the best relatively.
  • Keywords
    interpolation; low-pass filters; signal sampling; splines (mathematics); EMD; cubic spline interpolation; down-sampling; empirical mode decomposition method; energy leakage; low pass filtering; sampling rate; signal interpolation; up-sampling; Educational institutions; Empirical mode decomposition; Interpolation; Signal processing; Splines (mathematics); Time-frequency analysis; Empirical Mode Decomposition (EMD); cubic spline interpolation; sampling rate;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Information Science (ICIS), 2014 IEEE/ACIS 13th International Conference on
  • Conference_Location
    Taiyuan
  • Type

    conf

  • DOI
    10.1109/ICIS.2014.6912171
  • Filename
    6912171