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
Link To Document :
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