Title | ||
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Experiments in acoustic source localization using sparse arrays in adverse indoors environments |
Abstract | ||
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In this paper we experiment with 2-D source localization in smart homes under adverse conditions using sparse distributed microphone arrays. We propose some improvements to deal with problems due to high reverberation, noise and use of a limited number of microphones. These consist of a pre-filtering stage for dereverberation and an iterative procedure that aims to increase accuracy. Experiments carried out in relatively large databases with both simulated and real recordings of sources in various positions indicate that the proposed method exhibits a better performance compared to others under challenging conditions while also being computationally efficient. It is demonstrated that although reverberation degrades localization performance, this degradation can be compensated by identifying the reliable microphone pairs and disposing of the outliers. |
Year | Venue | Keywords |
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2014 | Signal Processing Conference | acoustic signal processing,array signal processing,filtering theory,iterative methods,microphone arrays,reverberation,source separation,2D source localization,acoustic source localization,adverse indoors environments,dereverberation,high reverberation,iterative procedure,pre-filtering stage,reliable microphone pairs,smart homes,sparse distributed microphone arrays,outlier elimination,reverberation,source localization,sparse arrays |
Field | DocType | ISSN |
Outlier elimination,Reverberation,Computer science,Noise-canceling microphone,Outlier,Speech recognition,Adverse conditions,Source localization,Acoustics,Acoustic source localization,Microphone | Conference | 2076-1465 |
Citations | PageRank | References |
3 | 0.38 | 10 |
Authors | ||
4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Antigoni Tsiami | 1 | 13 | 4.02 |
Athanasios Katsamanis | 2 | 301 | 22.71 |
Petros Maragos | 3 | 3733 | 591.97 |
Gerasimos Potamianos | 4 | 1113 | 113.80 |