DocumentCode :
1762778
Title :
A Steered-Response Power Algorithm Employing Hierarchical Search for Acoustic Source Localization Using Microphone Arrays
Author :
Nunes, Leonardo O. ; Martins, Wallace A. ; Lima, Markus V. S. ; Biscainho, Luiz W. P. ; Costa, Mauricio V. M. ; Goncalves, Felipe M. ; Said, Amir ; Bowon Lee
Author_Institution :
LPS-DEL/Poli & PEE/COPPE, Fed. Univ. of Rio de Janeiro, Rio de Janeiro, Brazil
Volume :
62
Issue :
19
fYear :
2014
fDate :
Oct.1, 2014
Firstpage :
5171
Lastpage :
5183
Abstract :
The localization of a speaker inside a closed environment is often approached by real-time processing of multiple audio signals captured by a set of microphones. One of the leading related methods for sound source localization, the steered-response power (SRP), searches for the point of maximum power over a spatial grid. High-accuracy localization calls for a dense grid and/or many microphones, which tends to impractically increase computational requirements. This paper proposes a new method for sound source localization (called H-SRP), which applies the SRP approach to space regions instead of grid points. This arrangement makes room for the use of a hierarchical search inspired by the branch-and-bound paradigm, which is guaranteed to find the global maximum in anechoic environments and shown experimentally to also work under reverberant conditions. Besides benefiting from the improved robustness of volume-wise search over point-wise search as to reverberation effects, the H-SRP attains high performance with manageable complexity. In particular, an experiment using a 16-microphone array in a typical presentation room yielded localization errors of the order of 7 cm, and for a given fixed complexity, competing methods´ errors are two to three times larger.
Keywords :
acoustic signal processing; microphone arrays; tree searching; H-SRP approach; acoustic source localization; anechoic environments; branch-and-bound paradigm; hierarchical search; high-accuracy localization; microphone arrays; multiple audio signals; point-wise search; real-time processing; sound source localization; steered-response power algorithm; volume-wise search; Convergence; Electronic mail; Linear programming; Microphones; Reverberation; Search problems; Signal processing algorithms; Sound source localization; branch-and-bound; computational complexity; hierarchical search; microphone array; steered-response power;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2014.2336636
Filename :
6857443
Link To Document :
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