Department of Earth and Environmental Sciences (DISAT), University of Milano-Bicocca, Piazza della Scienza 1, 20126 Milano, Italy.
Department of Physics "G. Occhialini", University of Milano-Bicocca, Piazza della Scienza 3, 20126 Milano, Italy.
Sensors (Basel). 2020 Jan 11;20(2):412. doi: 10.3390/s20020412.
DYNAMAP, a European Life project, aims at giving a real image of the noise generated by vehicular traffic in urban areas developing a dynamic acoustic map based on a limited number of low-cost permanent noise monitoring stations. The system has been implemented in two pilot areas located in the agglomeration of Milan (Italy) and along the Motorway A90 (Rome-Italy). The paper reports the final assessment of the system installed in the pilot area of Milan. Traffic noise data collected by the monitoring stations, each one representative of a number of roads (groups) sharing similar characteristics (e.g., daily traffic flow), are used to build-up a "real-time" noise map. In particular, we focused on the results of the testing campaign (21 sites distributed over the pilot area and 24 h duration of each recording). It allowed evaluating the accuracy and reliability of the system by comparing the predicted noise level of DYNAMAP with field measurements in randomly selected sites. To this end, a statistical analysis has been implemented to determine the error associated with such prediction, and to optimize the system by developing a correction procedure aimed at keeping the error below some acceptable threshold. The steps and the results of this procedure are given in detail. It is shown that it is possible to describe a complex road network on the basis of a statistical approach, complemented by empirical data, within a threshold of 3 dB provided that the traffic flow model achieves a comparable accuracy within each single groups of roads in the network.
DYNAMAP 是一个欧洲生命项目,旨在通过基于有限数量的低成本永久噪声监测站来开发动态声图,为城市地区发展中的交通噪声生成提供真实的图像。该系统已在位于米兰(意大利)城市群和 A90 高速公路(意大利罗马)沿线的两个试点区域实施。本文报告了在米兰试点区域安装的系统的最终评估。监测站收集的交通噪声数据代表了具有相似特征(例如,每日交通流量)的许多道路(组),用于构建“实时”噪声图。特别是,我们重点介绍了测试活动的结果(分布在试点区域的 21 个站点和每个记录的 24 小时持续时间)。通过将 DYNAMAP 的预测噪声水平与随机选择的站点的现场测量结果进行比较,评估了系统的准确性和可靠性。为此,实施了统计分析以确定与该预测相关的误差,并通过开发旨在将误差保持在可接受阈值以下的校正程序来优化系统。详细给出了该程序的步骤和结果。结果表明,基于统计方法并辅以经验数据,可以在 3dB 的阈值内描述复杂的道路网络,前提是流量模型在网络中的每个道路组内达到相当的精度。