DocumentCode
661357
Title
Acoustic source tracking in reverberant environment using regional steered response power measurement
Author
Kai Wu ; Khong, Andy W. H.
Author_Institution
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
fYear
2013
fDate
Oct. 29 2013-Nov. 1 2013
Firstpage
1
Lastpage
6
Abstract
Acoustic source localization and tracking using a microphone array is challenging due to the presence of background noise and room reverberation. Conventional algorithms employ the steered response power (SRP) as the measurement function in a particle filter based tracking framework. The particle weight is updated according to a pseudo-likelihood derived from the SRP value of each particle position. The performance of this approach reduces in a noisy and reverberant environment. In this paper, instead of evaluating the SRP value for each discrete particle position, we propose to apply a regional SRP beamformer which takes into account a circular region centered on each particle position, in order to provide a more robust particle likelihood evaluation. In addition, a proper mapping function is proposed to transform the regional SRP value to the likelihood. Simulation results show that the proposed method achieves robustness in tracking a speech source in a noisy and reverberant environment.
Keywords
acoustic radiators; acoustic signal processing; microphone arrays; particle filtering (numerical methods); power measurement; speech processing; acoustic source localization; acoustic source tracking; background noise; discrete particle position; mapping function; microphone array; particle filter; pseudo-likelihood; regional steered response power measurement; reverberant environment; room reverberation; speech source; Atmospheric measurements; Clutter; Microphones; Noise measurement; Particle measurements; Reverberation; Speech; Acoustic localization and tracking; microphone array; particle filter; steered response power;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal and Information Processing Association Annual Summit and Conference (APSIPA), 2013 Asia-Pacific
Conference_Location
Kaohsiung
Type
conf
DOI
10.1109/APSIPA.2013.6694218
Filename
6694218
Link To Document