DocumentCode :
111753
Title :
An Informed Parametric Spatial Filter Based on Instantaneous Direction-of-Arrival Estimates
Author :
Thiergart, Oliver ; Taseska, Maja ; Habets, Emanuel A. P.
Author_Institution :
Int. Audio Labs. Erlangen, Univ. of Erlangen-Nuremberg, Erlangen, Germany
Volume :
22
Issue :
12
fYear :
2014
fDate :
Dec. 2014
Firstpage :
2182
Lastpage :
2196
Abstract :
Extracting desired source signals in noisy and reverberant environments is required in many hands-free communication systems. In practical situations, where the position and number of active sources may be unknown and time-varying, conventional implementations of spatial filters do not provide sufficiently good performance. Recently, informed spatial filters have been introduced that incorporate almost instantaneous parametric information on the sound field, thereby enabling adaptation to new acoustic conditions and moving sources. In this contribution, we propose a spatial filter which generalizes the recently proposed informed linearly constrained minimum variance filter and informed minimum mean square error filter. The proposed filter uses multiple direction-of-arrival estimates and second-order statistics of the noise and diffuse sound. To determine those statistics, an optimal diffuse power estimator is proposed that outperforms state-of-the-art estimators. Extensive performance evaluation demonstrates the effectiveness of the proposed filter in dynamic acoustic conditions. For this purpose, we have considered a challenging scenario which consists of quickly moving sound sources during double-talk. The performance of the proposed spatial filter was evaluated in terms of objective measures including segmental signal-to-reverberation ratio and log spectral distance, and by means of a listening test confirming the objective results.
Keywords :
acoustic field; acoustic signal processing; direction-of-arrival estimation; least mean squares methods; reverberation; signal denoising; spatial filters; statistical analysis; double talk; dynamic acoustic conditions; handsfree communication system; informed minimum mean square error filter; instantaneous direction-of-arrival estimation; instantaneous parametric information spatial filter; linearly constrained minimum variance filter; listening test; log spectral distance; moving sound source; noisy environment; optimal diffuse power estimator; reverberant environment; second-order statistics; signal-to-reverberation ratio; sound diffusion; sound field; source signal extraction; state-of-the-art estimator; Distortion; Microphones; Noise; Speech; Speech processing; Time-frequency analysis; Vectors; Dereverberation; interference reduction; microphone array processing; optimal beamforming;
fLanguage :
English
Journal_Title :
Audio, Speech, and Language Processing, IEEE/ACM Transactions on
Publisher :
ieee
ISSN :
2329-9290
Type :
jour
DOI :
10.1109/TASLP.2014.2363407
Filename :
6926789
Link To Document :
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