Acoustical Classification of the Urban Road Traffic with Large Arrays of Microphones

Q1 Arts and Humanities
R. Leiba, F. Ollivier, R. Marchiano, N. Misdariis, J. Marchal, P. Challande
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引用次数: 1

Abstract

This work is part of a study dealing with city-dwellers' quality of life. Noise is known to be an important factor influencing the quality of life. In order to diagnose it properly, we propose a noise monitoring system of urban areas. It is based on the use of large microphone arrays in order to extract the radiated sound field from each passing-by vehicle in typical urban scenes. A machine learning algorithm is trained so as to classify these extracted signals in clusters combining both the vehicle type and the driving conditions. This system makes it possible to monitor the evolution of the noise levels for each cluster. The proposed system was first tested on passing-by isolated vehicles measurements and then implemented in a real street in Paris (France).
大型传声器阵列的城市道路交通声学分类
这项工作是一项关于城市居民生活质量的研究的一部分。众所周知,噪音是影响生活质量的一个重要因素。为了对其进行正确诊断,我们提出了一种城市噪声监测系统。它是基于使用大型麦克风阵列来提取典型城市场景中每辆经过车辆的辐射声场。训练机器学习算法,将这些提取的信号结合车辆类型和驾驶条件进行聚类分类。该系统使监测每个集群的噪声水平演变成为可能。该系统首先在经过的隔离车辆测量上进行测试,然后在巴黎(法国)的真实街道上实施。
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来源期刊
CiteScore
2.60
自引率
0.00%
发文量
0
审稿时长
6.8 months
期刊介绍: Cessation. Acta Acustica united with Acustica (Acta Acust united Ac), was published together with the European Acoustics Association (EAA). It was an international, peer-reviewed journal on acoustics. It published original articles on all subjects in the field of acoustics, such as • General Linear Acoustics, • Nonlinear Acoustics, Macrosonics, • Aeroacoustics, • Atmospheric Sound, • Underwater Sound, • Ultrasonics, • Physical Acoustics, • Structural Acoustics, • Noise Control, • Active Control, • Environmental Noise, • Building Acoustics, • Room Acoustics, • Acoustic Materials and Metamaterials, • Audio Signal Processing and Transducers, • Computational and Numerical Acoustics, • Hearing, Audiology and Psychoacoustics, • Speech, • Musical Acoustics, • Virtual Acoustics, • Auditory Quality of Systems, • Animal Bioacoustics, • History of Acoustics.
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