• DocumentCode
    1678120
  • Title

    Complementary envelope estimation for frequency-modulated random signals

  • Author

    Clark, P. ; Kirsteins, Ivars ; Atlas, Les

  • Author_Institution
    Johns Hopkins Univ. Human Language Technol. Center of Excellence, Baltimore, MD, USA
  • fYear
    2013
  • Firstpage
    5363
  • Lastpage
    5367
  • Abstract
    The Hilbert envelope is a well-known indicator for amplitude modulation in subband time series. However, frequency modulation estimators typically impose temporal smoothness constraints that limit their general use for stochastic signals. We introduce the complementary envelope as a direct indicator of stochastic phase coherence and frequency modulation. Rooted in the second-order statistics of randomly-phased sinusoids, the complementary envelope is distinct from the Hilbert envelope, and can be estimated easily and separately. We propose a new complementary envelope estimator based on modified multitaper spectral analysis, and use it to reveal previously unseen FM-like behavior in ship propeller noise.
  • Keywords
    amplitude modulation; estimation theory; signal processing; stochastic processes; FM-like behavior; Hilbert envelope; amplitude modulation; complementary envelope estimation; frequency modulated random signals; frequency modulation estimators; multitaper spectral analysis; ship propeller noise; stochastic phase coherence modulation; stochastic phase frequency modulation; stochastic signals; subband time series; temporal smoothness constraints; Coherence; Estimation; Frequency modulation; Noise; Propellers; Time-frequency analysis; Modulation; complementary statistics; impropriety; multitaper; time-frequency;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2013.6638687
  • Filename
    6638687