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Identification of materials related to acid mine drainage using multi-source spectra at S. Domingos Mine, southeast Portugal

机译:使用葡萄牙东南部多明戈斯矿山的多源光谱识别与酸性矿山排水有关的材料

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摘要

Imaging spectroscopy (IS) can identify target materials at both mineralogical and geochemical levels. Therefore, in environmental applications, it can be used to assess contamination derived from mining activities, moving from contamination sources along pathways to receptors as acid mine drainage (AMD). This can be based on the spectra of specific assemblages of minerals from spectral libraries, which can indicate pH values at the time of their generation and the subsequent acid-generating potential. Alternatively, field spectral measurements can be used as input data for mapping algorithms. This study presents a new methodological approach to improving the results for mapping contamination sources and pathways, by combining multisource spectra from both these approaches at different scales. In addition to the mineralogical libraries and field spectra already mentioned, additional end-member spectra that are extracted from IS data are used so as to highlight particular site phenomena otherwise undetected by the two previous approaches. The highly correlated spectra are then used as input to the Spectral Angle Mapper algorithm, to establish a map of local field spectra and also one from image end-members. The intersection of the two maps results in an improved map, assigned in terms of correlation ≥0.8 of mineralogical assemblages focused on AMD indicators. This methodology was tested in the abandoned S. Domingos Mine, in southeast Portugal's Iberian Pyrite Belt, with AMD caused by long-term exploitation of volcanogenic massive sulphide deposits. Data from the HyMap™ sensor covered the area, and field spectroradiometric measurements were undertaken and analysed for mineralogical and geochemical content. A flightline containing the open pit was processed according to the aforementioned methodology, focusing directly on the target of interest and minimizing errors. The final map displays the mineralogical assemblage correlations ≥0.8 of variable pH indicators, particularly isolating a low-pH combination of significance to the contamination in the area.\ud\ud
机译:成像光谱学(IS)可以在矿物学和地球化学水平上识别目标物质。因此,在环境应用中,它可用于评估采矿活动产生的污染,这些污染源是从污染源沿途径转移到酸性矿山排水(AMD)的受体。这可以基于光谱库中矿物的特定组合的光谱,该光谱可以指示矿物生成时的pH值和随后的酸生成潜能。可替代地,现场光谱测量可以用作映射算法的输入数据。这项研究提出了一种新的方法论方法,通过结合这两种方法在不同规模下的多源光谱,可以改善绘制污染源和途径的结果。除了已经提到的矿物学资料库和现场光谱外,还使用了从IS数据中提取的其他端元光谱,以突出显示以前两种方法无法检测到的特定现场现象。然后,将高度相关的光谱用作“光谱角度映射器”算法的输入,以建立局部场光谱图以及来自图像端成员的图。这两个图的相交会产生一个改进的图,该图根据关注AMD指标的矿物组合的相关性≥0.8进行分配。该方法已在葡萄牙东南部伊比利亚黄铁矿带的废弃S.Domingos矿中进行了测试,AMD是由长期开采火山成块的硫化物矿床引起的。 HyMap™传感器的数据覆盖了该区域,并进行了现场光谱辐射测量并分析了矿物学和地球化学含量。根据上述方法,处理了包含露天矿场的飞行路线,直接关注感兴趣的目标并最大程度地减少了误差。最终图显示了可变pH指示剂的矿物学组合相关性≥0.8,特别是隔离了对该区域污染具有重要意义的低pH值组合。\ ud \ ud

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