• DocumentCode
    265457
  • Title

    Effects of noise on the features of bispectrum

  • Author

    Ekramul, M.H. ; Jassim, Wissam A. ; Zilany, M.S.A.

  • Author_Institution
    Dept. of Biomed. Eng., Univ. of Malaya, Kuala Lumpur, Malaysia
  • fYear
    2014
  • fDate
    17-19 Sept. 2014
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    Higher-order Spectral (HOS) techniques can be used to detect deviations from linearity, stationarity or Guassianity in the signal. Most of the biomedical signals are non-linear, non-stationary, and non-Gaussian in nature. It is more useful to analyze them with HOS compared to the use of second-order statistics (power spectrum). There are some features in the bispectrum that are capable of differentiating between the signal and signal with noise. This study presents a technique of HOS to investigate the effect of noise on the features of third order statistics (bispectrum). The results show that the magnitudes of the bispectrum are consistently changing as a function of the amount of noise. In addition, these features can be extracted from the speech signal to compare with the respective behavioral responses, and thus a new metric to assess speech intelligibility and quality can be developed.
  • Keywords
    acoustic noise; biological techniques; speech; speech intelligibility; statistical analysis; biomedical signals; bispectrum features; bispectrum magnitudes; higher-order spectral techniques; noise effects; power spectrum; respective behavioral responses; speech intelligibility; speech quality; speech signal; Correlation; Couplings; Entropy; Estimation; Signal to noise ratio; Speech; Bispectrum; Entropy; Higher Order Spectral; Quadratic phase coupling (QPC); Weighted center of bispectrum (WCOB);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Functional Electrical Stimulation Society Annual Conference (IFESS), 2014 IEEE 19th International
  • Conference_Location
    Kuala Lumpur
  • Print_ISBN
    978-1-4799-6482-6
  • Type

    conf

  • DOI
    10.1109/IFESS.2014.7036758
  • Filename
    7036758