利用实验室矿物学分析、反射光谱和光谱指数,研究Sentinel-2和Worldview-3 VNIR卫星数据在Koutala岛(希腊Lavreotiki)火成岩侵入区探测矿化带的能力

O. Sykioti, A. Ganas, C. Vasilatos, Zacharenia Kypritidou
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引用次数: 0

摘要

在过去几十年里,利用遥感数据处理来探测与热液蚀变和矿石有关的可能地点的迅速进展,由于节省了大量时间和费用而日益受到重视。在这项研究中,我们介绍了对希腊中部拉夫雷奥提基岛“Koutala”岛陆上花岗岩侵入引起的矿化带的联合遥感和实验室检查的结果。我们的目标是研究Sentinel-2和WorldView-3近红外卫星数据在检测和绘制氧化矿带和蚀变矿物方面的潜力,这些矿带和蚀变矿物是通过实验室分析样品检测到的,可能与铁锰矿化有关。采用了两种方法,即反射光谱法和光谱指数法。在反射光谱学中,研究区探测到的所有矿物的光谱特征都是从光谱库中检索的。将特征重新采样到Sentinel-2和WorldView-3的近红外光谱波段。然后应用连续去除,并检测每个光谱带配置的每种矿物的诊断吸收特征。具有最佳光谱配置的数据集用于矿物探测,然后使用相应的卫星图像制作矿物图。第二种方法是计算反射光谱上的光谱指数,即铁、亚铁和含羟基蚀变。铁指数适用于两个卫星数据集,而其他两个指数需要使用SWIR波段,因此只能在Sentinel-2数据上计算。所有结果表明,实验室数据和卫星数据分析结果是一致和互补的。WorldView-3 VNIR数据似乎只对铁和锰相敏感。Sentinel-2的数据似乎能够探测和绘制所有可能与Fe-Mn矿石相关的蚀变矿物,包括铁相和铁相。矿物吸收图和光谱指数图显示,研究区内存在与花岗岩类侵入有关的明显矿化。热液蚀变作用在整个岛表面均可见,但在花岗岩/片岩接触的岛东部似乎更为强烈。这是第一次(i)在岛上发现与潜在铁锰矿有关的矿物,(b)根据卫星数据绘制相应的蚀变矿物图,揭示了它们的空间分布,并提供了它们存在程度的间接估计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Investigating the capability of Sentinel-2 and Worldview-3 VNIR satellite data to detect mineralized zones at an igneous intrusion in the Koutala islet (Lavreotiki, Greece) using laboratory mineralogical analysis, reflectance spectroscopy and spectral indices
During the last decades, the rapid progress of remote sensing data processing for their utilization in detecting locations of possible sites linked to hydrothermal alteration and ores has gained increasing attention due to significant time and cost savings. In this study, we present the findings of a joint remote sensing and laboratory examination of a mineralization zone induced by a granitoid intrusion onshore the islet of “Koutala”, in Lavreotiki, central Greece. Our objective is to investigate the potential of Sentinel-2 and WorldView-3 VNIR satellite data to detect and map oxidized ore zones and alteration minerals that are detected from laboratory analysis of samples and could be linked to Fe-Mn mineralization. Two approaches are followed, namely reflectance spectroscopy and spectral indices. In reflectance spectroscopy, the spectral signatures of all minerals detected in the study area are retrieved from spectral libraries. The signatures are resampled to Sentinel-2 and to WorldView-3 VNIR spectral bands. Continuum-removal is then applied and the diagnostic absorption features of each mineral are detected for each spectral band configuration. The dataset with the best spectral configuration for mineral detection is then used for the production of mineral maps using the corresponding satellite image. The second approach involves the calculation of spectral indices, namely ferric, ferrous iron and hydroxyl-bearing alteration, on reflectance spectra. The ferric iron index is applied to both satellite datasets while the two other indices require the use of SWIR bands and therefore, they can be only calculated on Sentinel-2 data. All results show that laboratory and satellite data analyses results are consistent and complementary. WorldView-3 VNIR data seem to be sensitive only to the ferric and manganese phase. Sentinel-2 data seem to be capable to detect and map all alteration minerals that are potentially linked to Fe-Mn ore, including both ferric and ferrous phases. The mineral absorption and spectral indices maps show that in the investigated area, there is significant mineralization related to the granitoid intrusion. Hydrothermal alteration is observed on the entire surface of the islet but it seems to be stronger at the eastern part of the islet where the granitoid/schist contact is located. It is the first time that (i) minerals linked to a potential Fe-Mn ore are detected on the islet and (b) the corresponding alteration mineral maps are produced from satellite data, revealing their spatial distribution and providing indirect estimations of the degree of their presence.
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