A method for environmental acoustic analysis improvement based on individual evaluation of common sources in urban areas

被引:14
|
作者
Lopez-Pacheco, Maria G. [1 ]
Sanchez-Fernandez, Luis P. [1 ]
Molina-Lozano, Heron [1 ]
机构
[1] Inst Politecn Nacl, Ctr Invest Computac, Mexico City 07738, DF, Mexico
关键词
Environmental noise; Acoustic source analysis; Blind source separation; Independent component analysis and blind deconvolution; BLIND DECONVOLUTION; NOISE; CLASSIFICATION; PERFORMANCE; ALGORITHMS; SEPARATION; SHRINKAGE; POLLUTION; EXPOSURE; ROBUST;
D O I
10.1016/j.scitotenv.2013.08.085
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Noise levels of common sources such as vehicles, whistles, sirens, car horns and crowd sounds are mixed in urban soundscapes. Nowadays, environmental acoustic analysis is performed based on mixture signals recorded by monitoring systems. These mixed signals make it difficult for individual analysis which is useful in taking actions to reduce and control environmental noise. This paper aims at separating, individually, the noise source from recorded mixtures in order to evaluate the noise level of each estimated source. A method based on blind deconvolution and blind source separation in the wavelet domain is proposed. This approach provides a basis to improve results obtained in monitoring and analysis of common noise sources in urban areas. The method validation is through experiments based on knowledge of the predominant noise sources in urban soundscapes. Actual recordings of common noise sources are used to acquire mixture signals using a microphone array in semi-controlled environments. The developed method has demonstrated great performance improvements in identification, analysis and evaluation of common urban sources. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:724 / 737
页数:14
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