Title :
Significance of the MUSIC-group delay spectrum in speech acquisition from distant microphones
Author :
Shukla, Mrityunjaya ; Hegde, Rajesh M.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol., Kanpur, India
Abstract :
Conventionally the spectral magnitude of MUSIC is used for efficient beam forming and clean speech acquisition from distant microphones. The MUSIC method is unable to resolve closely spaced DOAs with a computationally plausible number of sensors. In this paper we propose the use of the group delay function computed from theMUSIC phase spectrum for efficient DOA estimation. The group delay function which has been hitherto used for temporal frequency processing of speech signals is computed on the phase spectrum of MUSIC and is found to resolve spatially contiguous speech sources. The additive property of the group delay function in the spatial domain is also discussed using root-MUSIC polynomial analysis. Experimental results on DOA estimation using a two channel microphone array show that the average error distribution of the MUSIC group delay spectrum is minimum when compared to MUSIC magnitude spectrum. Filter-Sum beam formers are trained using estimated DOAs on speech acquired from distant microphones. The results of speech recognition experiments conducted on meeting room data are used to illustrate the significance of the MUSIC group delay spectrum in speech acquisition from distant microphones.
Keywords :
acoustic signal processing; direction-of-arrival estimation; microphones; polynomials; speech recognition; DOA estimation; additive property; beam forming; direction of arrival estimation; error distribution; filter-sum beam formers; group delay function; meeting room data; microphones; multiple signal classification; music-group delay spectrum; phase spectrum; root-MUSIC polynomial analysis; speech acquisition; speech recognition; speech signals; temporal frequency processing; Delay estimation; Direction of arrival estimation; Frequency; Microphone arrays; Multiple signal classification; Phase estimation; Signal processing; Signal resolution; Spatial resolution; Speech processing; DOA estimation; Group delay function; MUSIC; root-MUSIC;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5496216