Environmental Impact Assessment of Quarrying Plants: An IRF Kriging Solution to Noise and Airborne Dust Monitoring

Dario Lippiello, G. Degan, M. Pinzari
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Abstract

A geostatistical approach is tested for the assessment of the environmental impact generated by industrial plants on the surrounding areas. To this end, a case study of a tuff quarry in the Italian region of Lazio is presented. The method utilised is Intrinsic Kriging with external drift which allows spatial maps of different hazardous agents like noise and airborne dust to be made through the integration of two different kinds of information. The initial data is taken from field measurements, which are carried out in accordance with the current regulations at various points in residential or built up areas near the site. Auxiliary data, integrated with the former as external drift, are obtained from specific propagation models respectively referred to sound propagation in outdoor environments by means of ISO 9613 norm and airborne dust propagation by means of ISC3 by US EPA approach. The use of a combination of these two information sources enabled both acoustic and airborne dust maps to be made which indicate not only the overall spatial trends of the acoustic and airborne climate of the area surrounding the site but also the local variations. Such results are generally difficult to achieve due to the limited data set and usually come at the price of increasing the number of measurements taken in the field. In order to quantify the contribution of introducing this integrated approach, scenarios are presented with and without external drift, using the same field samples as input in each. The results indicate a reduction in estimate variance for the cases analysed when using Intrinsic Kriging with external drift. Furthermore, it was observed from the analysis of cross validation and estimate variance that the use of external drift may also compensate for information loss, which may occur due to a reduction in the number of receptors in the monitor network for example, without affecting the quality of the final map. In the case study, on halving the number of measurements taken while introducing the suggested drift, the quality of the result remains similar.
采石场的环境影响评价:一种用于噪声和空气尘埃监测的IRF克里格方法
测试了一种地质统计学方法,以评估工业工厂对周围地区产生的环境影响。为此,提出了意大利拉齐奥地区凝灰岩采石场的一个案例研究。所使用的方法是带有外部漂移的内在克里格法,它允许通过整合两种不同类型的信息来绘制不同危险物质(如噪音和空气中的灰尘)的空间地图。最初的数据是从现场测量中获得的,这些测量是根据现行规定在场址附近居民区或建成区的各个地点进行的。辅助数据由特定的传播模型获得,前者作为外部漂移,前者通过ISO 9613规范在室外环境中传播,后者通过美国EPA方法通过ISC3在空气中传播。结合使用这两种信息来源,可以制作声波和空气尘埃图,不仅可以显示场地周围地区声波和空气气候的总体空间趋势,还可以显示当地的变化。由于数据集有限,这种结果通常难以实现,并且通常以增加实地测量次数为代价。为了量化引入这种集成方法的贡献,在有和没有外部漂移的情况下,使用相同的场样本作为每个场景的输入。结果表明,当使用带有外部漂移的内禀克里格时,所分析的情况的估计方差减小。此外,从交叉验证和估计方差的分析中可以观察到,使用外部漂移也可以补偿信息损失,例如,由于监测网络中受体数量的减少而可能发生的信息损失,而不会影响最终地图的质量。在案例研究中,在引入建议漂移的同时将测量次数减半,结果的质量仍然相似。
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