• DocumentCode
    3013482
  • Title

    Toward overcoming fundamental limitation in frequency-domain blind source separation for reverberant speech mixtures

  • Author

    Kim, Lae-Hoon ; Hasegawa-Johnson, Mark

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
  • fYear
    2010
  • fDate
    7-10 Nov. 2010
  • Firstpage
    542
  • Lastpage
    545
  • Abstract
    Blind source separation can be implemented in the frequency domain using one-tap multiplication operation in each frequency bin, but only when the frame length is long enough to disregard temporal aliasing effects. If we take a short-time frequency transformation with a window shorter than a room reverberation time, the justification above does not hold anymore. In this paper, we present an appropriate representation in the short-time frequency domain. The suitability is justified by showing the equivalence with the original time domain approach under the overlap-add context. Experimental validation using a corpus synthesized by convolution with measured sets of room impulse responses is also provided.
  • Keywords
    blind source separation; convolution; frequency-domain analysis; blind source separation; convolution; frequency bin; impulse response; one-tap multiplication operation; overlap-add context; reverberant speech mixtures; short-time frequency domain; short-time frequency transformation; window shorter; Blind source separation; Convolution; Deconvolution; Frequency domain analysis; Speech; Time domain analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers (ASILOMAR), 2010 Conference Record of the Forty Fourth Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA
  • ISSN
    1058-6393
  • Print_ISBN
    978-1-4244-9722-5
  • Type

    conf

  • DOI
    10.1109/ACSSC.2010.5757618
  • Filename
    5757618