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Development of a prediction model for the proportion of buildings exposed to construction noise in excess of the construction noise regulation at urban construction sites

机译:城市建设场地施工噪声超出建筑噪声的建筑物比例预测模型的发展

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摘要

Noise in construction projects, one of the major problems at urban construction sites, should be evaluated and managed according to the construction noise regulation. This study developed a prediction model for proportion of buildings exposed to noise in excess of the construction noise regulation (the overexposed building ratio) as the evaluation index, to effectively manage construction noise using elastic net linear regression and polynomial interpolation. Through the conducted case study, the developed prediction model showed better prediction performance (a 35.5% average increase) than the general model. The developed prediction model was applicable to construction sites with no database and was able to predict not only the overexposed building ratio but also the number of dwellers exposed to such noise level. The prediction model can encourage construction companies and dwellers to actively participate in the management of construction noise and can provide acoustic comfort to communities.
机译:建筑项目中的噪音是城市建筑工地的主要问题之一,应根据建设噪音调节进行评估和管理。本研究开发了一种预测模型,其面积为噪声暴露于过量的建筑噪声调节(过度建筑物比率)作为评估指标,以利用弹性净线性回归和多项式插值有效地管理施工噪声。通过进行的案例研究,发育的预测模型显示出比一般模型更好的预测性能(平均增长35.5%)。发达的预测模型适用于没有数据库的施工地点,并且能够预测过度的建筑物比率,而且还可以预测暴露于这种噪声水平的居民的数量。预测模型可以鼓励建筑公司和居民积极参与建筑噪音的管理,可以为社区提供声学舒适度。

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