DocumentCode
432015
Title
Efficient source localization and tracking in reverberant environments using microphone arrays
Author
Antonacci, Fabio ; Lonoce, Davide ; Motta, Marco ; Sarti, Augusto ; Tubaro, Stefano
Author_Institution
Dipt. di Elettronica e Informazione, Politecnico di Milano, Italy
Volume
4
fYear
2005
fDate
18-23 March 2005
Abstract
In this paper, we propose an algorithm for acoustic source localization and tracking that is suitable for reverberant environments. The approach that we propose is based on the iterative identification of the FIR channels that link source and microphones through an LMS method (multi-channel LMS), but we propose additional solutions that significantly improve this method in terms of computational efficiency and localization reliability, without affecting its convergence properties. This is achieved through a modified block-wise implementation of the approach combined with Kalman filtering. We also show the results of extensive comparative testing using novel performance parameters for the assessment of localization reliability.
Keywords
FIR filters; Kalman filters; array signal processing; audio signal processing; direction-of-arrival estimation; least mean squares methods; position measurement; reverberation; DOA estimation; FIR channel iterative identification; Kalman filtering; LMS method; acoustic source localization; localization reliability; microphone arrays; multichannel LMS; reverberant environments; source tracking; Computational efficiency; Delay estimation; Direction of arrival estimation; Finite impulse response filter; Iterative algorithms; Iterative methods; Kalman filters; Least squares approximation; Microphone arrays; Reverberation;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
ISSN
1520-6149
Print_ISBN
0-7803-8874-7
Type
conf
DOI
10.1109/ICASSP.2005.1416195
Filename
1416195
Link To Document