Acoustic source tracking in reverberant environment using regional steered response power measurement

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Citations (Scopus)

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.

Original languageEnglish
Title of host publication2013 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2013
DOIs
Publication statusPublished - 2013
Externally publishedYes
Event2013 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2013 - Kaohsiung, Taiwan, Province of China
Duration: Oct 29 2013Nov 1 2013

Publication series

Name2013 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2013

Conference

Conference2013 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2013
Country/TerritoryTaiwan, Province of China
CityKaohsiung
Period10/29/1311/1/13

ASJC Scopus Subject Areas

  • Information Systems
  • Signal Processing

Keywords

  • Acoustic localization and tracking
  • microphone array
  • particle filter
  • steered response power

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