DocumentCode :
2058480
Title :
Fast joint DOA and pitch estimation using a broadband MVDR beamformer
Author :
Karimian-Azari, Sam ; Jensen, Jesper Rindom ; Christensen, Mads Grasboll
Author_Institution :
Audio Anal. Lab., Aalborg Univ., Aalborg, Denmark
fYear :
2013
fDate :
9-13 Sept. 2013
Firstpage :
1
Lastpage :
5
Abstract :
The harmonic model, i.e., a sum of sinusoids having frequencies that are integer multiples of the pitch, has been widely used for modeling of voiced speech. In microphone arrays, the direction-of-arrival (DOA) adds an additional parameter that can help in obtaining a robust procedure for tracking non-stationary speech signals in noisy conditions. In this paper, a joint DOA and pitch estimation (JDPE) method is proposed. The method is based on the minimum variance distortionless response (MVDR) beamformer in the frequency-domain and is much faster than previous joint methods, as it only requires the computation of the optimal filters once per segment. To exploit that both pitch and DOA evolve piece-wise smoothly over time, we also extend a dynamic programming approach to joint smoothing of both parameters. Simulations show the proposed method is much more robust than parallel and cascaded methods combining existing DOA and pitch estimators.
Keywords :
array signal processing; direction-of-arrival estimation; dynamic programming; filtering theory; frequency-domain analysis; speech processing; JDPE method; broadband MVDR beamformer; direction-of-arrival estimation; dynamic programming approach; fast joint DOA-pitch estimation method; frequency-domain; harmonic model; microphone arrays; minimum variance distortionless response beamformer; nonstationary speech signal tracking; optimal filters; voiced speech modeling; Direction-of-arrival estimation; Estimation; Frequency estimation; Harmonic analysis; Joints; Microphones; Speech; MVDR; beamforming; direction-of-arrival estimation; microphone arrays; pitch estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2013 Proceedings of the 21st European
Conference_Location :
Marrakech
Type :
conf
Filename :
6811627
Link To Document :
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