• DocumentCode
    1060678
  • Title

    Correlation and stationarity of speech radiation: consequences for linear multichannel filtering

  • Author

    Schwetz, Ingo ; Gruhler, Gerhard ; Obermayer, Klaus

  • Author_Institution
    Inst. of Appl. Sci., Univ. of Appl. Sci. of Heilbronn, Germany
  • Volume
    12
  • Issue
    5
  • fYear
    2004
  • Firstpage
    460
  • Lastpage
    467
  • Abstract
    Speech processing using multichannel microphone systems is often based on slowly adapting, linear filters. These systems are able to extract a single source from a mixture (and suppress the others)-if the speech radiation can be described by a linear and time-invariant transfer function. Here, we test this assumption using a two-channel microphone array and a human talker as the speech source. We measure correlations between the signals received by the two microphones for individual phonemes using the magnitude squared coherence. Stationarity is addressed by comparing optimal filters between different phoneme pairs using the system distance. We find that, in particular for fricatives, the coherence of the speech signals radiated to different directions is very low. We also find, that the transfer functions from the mouth to the microphones differ significantly between vowels, depending on the locations of the two microphones. These measurements show that the general mixing model does not hold for speech for arbitrary microphone setups, and that multichannel microphone systems have to be carefully designed.
  • Keywords
    array signal processing; filtering theory; microphones; speech processing; transfer functions; transient response; digital signal processing; fricative; linear multichannel filtering; linear transfer function; magnitude squared coherence; microphone array; multichannel microphone system; optimal filter; phoneme; speech processing; speech radiation correlation; speech radiation stationarity; time-invariant impulse response; time-invariant transfer function; Array signal processing; Coherence; Filtering; Finite impulse response filter; Humans; Microphone arrays; Nonlinear filters; Source separation; Speech; Transfer functions; Beamforming; coherence of speech; source separation; speech radiation; stationarity of speech;
  • fLanguage
    English
  • Journal_Title
    Speech and Audio Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6676
  • Type

    jour

  • DOI
    10.1109/TSA.2004.832978
  • Filename
    1323082