• DocumentCode
    1973360
  • Title

    A fixed point solution for convolved audio source separation

  • Author

    Mitianoudis, Nikolaos ; Davies, Mike

  • Author_Institution
    Audio & Music Technol. Group, King´´s Coll., London, UK
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    87
  • Lastpage
    90
  • Abstract
    We examine the problem of blind audio source separation using independent component analysis (ICA). In order to separate audio sources recorded in a real recording environment, we need to model the mixing process as convolutional. Many methods have been introduced for separating convolved mixtures, the most successful of which require working in the frequency domain. This paper proposes a fixed-point algorithm for performing fast frequency domain ICA, as well as a method to increase the stability and enhance the performance of previous frequency domain ICA algorithms
  • Keywords
    audio signal processing; convolution; fixed point arithmetic; statistical analysis; time-frequency analysis; algorithm stability; audio sources; convolved audio source separation; fast frequency domain ICA; fixed point solution; fixed-point algorithm; independent component analysis; maximum likelihood method; microphones; mixing process model; recording environment; time-frequency input data; Audio recording; Convolution; Delay; Educational institutions; Equations; Frequency domain analysis; Independent component analysis; Microphones; Source separation; Stability;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Applications of Signal Processing to Audio and Acoustics, 2001 IEEE Workshop on the
  • Conference_Location
    New Platz, NY
  • Print_ISBN
    0-7803-7126-7
  • Type

    conf

  • DOI
    10.1109/ASPAA.2001.969549
  • Filename
    969549