• DocumentCode
    431646
  • Title

    AM/FM rate estimation for time-varying sinusoidal modeling

  • Author

    Abe, Mototsugu ; Smith, Julius O., III

  • Author_Institution
    Sony Corp., Japan
  • Volume
    3
  • fYear
    2005
  • fDate
    18-23 March 2005
  • Abstract
    Due to its simplicity and accuracy, quadratic peak interpolation in a zero-padded fast Fourier transform (FFT) has been widely used for sinusoidal parameter estimation in audio applications. We propose, as its natural extension, a method to estimate the first order amplitude and frequency modulation rates of time-varying sinusoidal components, as well as to correct biases in conventional amplitude, frequency and phase estimates. We derive exact formulas for Gaussian windows and obtain approximate formulas for often-used windows by introducing a simple window adaptation scheme. Experimental results show the average estimation biases of the AM and FM rates with a 30 ms Hann window are below 1% for typical AM/FM rates in speech.
  • Keywords
    Gaussian processes; amplitude estimation; amplitude modulation; approximation theory; audio signal processing; fast Fourier transforms; frequency estimation; frequency modulation; interpolation; parameter estimation; phase estimation; speech processing; 30 ms; AM/FM rate estimation; FFT; Gaussian windows; Hann window; amplitude estimation; audio applications; first order amplitude modulation rates; first order frequency modulation rates; frequency estimation; phase estimation; quadratic peak interpolation; sinusoidal parameter estimation; speech; time-varying sinusoidal components; time-varying sinusoidal modeling; window adaptation scheme; zero-padded fast Fourier transform; Amplitude estimation; Fast Fourier transforms; Frequency estimation; Frequency modulation; Interpolation; Maximum likelihood estimation; Parameter estimation; Phase estimation; Speech; Stability analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-8874-7
  • Type

    conf

  • DOI
    10.1109/ICASSP.2005.1415681
  • Filename
    1415681