• DocumentCode
    3143908
  • Title

    Effect of frequency oversampling and cascade initialization on permutation control in frequency domain BSS

  • Author

    Osterwise, Christopher ; Grant, Steven L.

  • Author_Institution
    Missouri Univ. of Sci. & Technol., Rolla, MO, USA
  • fYear
    2012
  • fDate
    25-30 March 2012
  • Firstpage
    285
  • Lastpage
    288
  • Abstract
    This paper presents a new algorithm for addressing the permutation ambiguity in convolutive blind source separation. The proposed algorithm seeks to prevent permutations by frequency oversampling, and then exploiting the induced correlation between bins. Any remaining permutation is then corrected by beam pattern estimation. Cascade initialization is shown to improve system performance while decreasing processing time, while frequency oversampling is shown to increase performance with slight increases in computational time. The algorithm is proven robust against isotropic noise, producing a SIR improvement of 12.9 dB when the reverberation time is 260 ms, and the signals at the input are only 5 dB above the noise floor.
  • Keywords
    blind source separation; frequency-domain analysis; signal sampling; BSS; SIR improvement; beam pattern estimation; cascade initialization; convolutive blind source separation; frequency domain; frequency oversampling effect; isotropic noise; permutation control; time 260 ms; Blind source separation; Correlation; Microphones; Noise; Speech; Time frequency analysis; Blind source separation (BSS); convolutive mixture; frequency-domain ICA; permutation problem;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
  • Conference_Location
    Kyoto
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4673-0045-2
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2012.6287873
  • Filename
    6287873