Title
Experiments in acoustic source localization using sparse arrays in adverse indoors environments
Abstract
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
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 Tsiami1134.02
Athanasios Katsamanis230122.71
Petros Maragos33733591.97
Gerasimos Potamianos41113113.80