DocumentCode :
2809597
Title :
SRP-PHAT methods of locating simultaneous multiple talkers using a frame of microphone array data
Author :
Do, Hoang ; Silverman, Harvey F.
Author_Institution :
Div. of Eng., Brown Univ., Providence, RI, USA
fYear :
2010
fDate :
14-19 March 2010
Firstpage :
125
Lastpage :
128
Abstract :
Two new methods for locating multiple sound sources using a single segment of data from a large-aperture microphone array are presented. Both methods employ the proven-robust steered response power using the phase transform (SRP-PHAT) as a functional. To cluster the data points into highly probable regions containing global peaks, the first method fits a Gaussian mixture model (GMM), whereas the second one sequentially finds the points with highest SRP-PHAT values that most likely represent different clusters. Then the low-cost global optimization method, stochastic region contraction (SRC), is applied to each cluster to find the global peaks. We test the two methods using real data from five simultaneous talkers in a room with high noise and reverberation. Results are presented and discussed.
Keywords :
Gaussian processes; acoustic arrays; acoustic signal processing; microphone arrays; optimisation; GMM; Gaussian mixture model; SRC; SRP-PHAT method; global optimization; large-aperture microphone array; phase transform; steered response power; stochastic region contraction; Acoustic noise; Acoustical engineering; Clustering algorithms; Data engineering; Integrated circuit modeling; Microphone arrays; Optimization methods; Position measurement; Power engineering and energy; Reverberation; Acoustic radiators; acoustic arrays; acoustic position measurement; microphones;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
ISSN :
1520-6149
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2010.5496133
Filename :
5496133
Link To Document :
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