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Pegmatites spectral behavior considering ASTER and Landsat 8 OLI data in Naipa and Muiane mines (Alto Ligonha, Mozambique)

机译:考虑AIP和Landsat 8 OLI数据的奈贝和穆阿涅矿(莫桑比克上里戈尼亚)的伟晶岩光谱行为

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The Naipa and Muiane mines are located on the Nampula complex, a stratigraphic tectonic subdivision of the Mozambique Belt, in the Alto Ligonha region. The pegmatites are of the Li-Cs-Ta type, intrude a chlorite phyllite and gneisses with amphibole and biotite. The mines are still active. The main objective of this work was to analyze the pegmatite's spectral behavior considering ASTER and Landsat 8 OLI data. An ASTER image from 27/05/2005, and an image Landsat OLI image from 02/02/2018 were considered. The data were radiometric calibrated and after atmospheric corrected considered the Dark Object Subtraction algorithm available in the Semi-Automatic Classification Plugin accessible in QGIS software. In the field, samples were collected from lepidolite waste pile in Naipa and Muaine mines. A spectroadiometer was used in order to analyze the spectral behavior of several pegmatite's samples collected in the field in Alto Ligonha (Naipa and Muiane mines). In addition, QGIS software was also used for the spectral mapping of the hypothetical hydrothermal alterations associated with occurrences of basic metals, beryl gemstones, tourmalines, columbite-tantalites, and lithium minerals. A supervised classification algorithm was employed - Spectral Angle Mapper for the data processing, and the overall accuracy achieved was 80%. The integration of ASTER and Landsat 8 OLI data have proved very useful for pegmatite's mapping. From the results obtained, we can conclude that: (i) the combination of ASTER and Landsat 8 OLI data allows us to obtain more information about mineral composition than just one sensor, i.e., these two sensors are complementary; (ii) the alteration spots identified in the mines area are composed of clay minerals. In the future, more data and others image processing algorithms can be applied in order to identify the different Lithium minerals, as spodumene, petalite, amblygonite and lepidolite.
机译:Naipa和Muiane矿位于Alto Ligonha地区的Nampula地带,这是莫桑比克地带的地层构造细分。伟晶岩为Li-Cs-Ta型,侵入绿泥石千晶石和片麻质岩,带有闪石和黑云母。地雷仍在活动。这项工作的主要目的是考虑ASTER和Landsat 8 OLI数据来分析伟晶岩的光谱行为。考虑了2005年5月27日的ASTER图像和2018年2月2日的Landsat OLI图像。数据经过辐射校准,在大气校正之后,考虑了可通过QGIS软件访问的半自动分类插件中的暗物扣除算法。在野外,从Naipa和Muaine矿山的锂云母废料堆中收集了样品。使用分光光度计来分析在Alto Ligonha(Naipa和Muiane矿)的田间收集的几种伟晶岩样品的光谱行为。此外,QGIS软件还用于与基本金属,绿柱石宝石,电气石、,石-钽铁矿和锂矿物的发生有关的假想水热蚀变的光谱图。使用监督分类算法-光谱角度映射器进行数据处理,实现的整体精度为80%。事实证明,ASTER和Landsat 8 OLI数据的集成对于伟晶岩的测绘非常有用。根据获得的结果,我们可以得出以下结论:(i)ASTER和Landsat 8 OLI数据的结合使我们可以获得比一个传感器更多的有关矿物成分的信息,即这两个传感器是互补的; (ii)在矿区识别出的蚀变点是由粘土矿物组成的。将来,可以应用更多的数据和其他图像处理算法来识别锂锂矿物质,如锂辉石,花瓣石,蓝闪石和锂云母。

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