利用高光谱图像测绘岩性和矿物学单位

Q3 Multidisciplinary Malaysian journal of science Pub Date : 2021-02-28 DOI:10.22452/MJS.VOL40NO1.8
R. Thannoun
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引用次数: 2

摘要

地球观测者1号(EO-1)等高光谱图像提供了一种绘制表面矿物学的有效方法,因为与多光谱传感器相比,它可以测量更窄波段的能量。伊拉克北部的基尔库克背斜是石油资源最丰富的省份之一。其特征是一个不对称的圆柱形背斜,褶皱轴呈西北-东、东南走向。该研究的主要目标是将卫星处理和技术应用于Eo-1图像,以识别伊拉克北部基尔库克背斜部分的岩性和矿物单元。EO-1图像在大气撞击开始时使用ENVI软件中的FLAASH模块进行了校正。应用最小噪声分数(Minimum Noise Fraction-MNF)处理,降低了数据的维数,并将像素纯度指数(PPI)处理应用于空间降维。本研究测试了(光谱角度映射器监督分类SAM)分类在使用Hyperion图像绘制岩性和矿物单元方面的潜力。三种不同的端元或光谱来源用于SAM分类。其中一个:由分析光谱设备(ASD)光谱仪完成。第二:参考光谱取自美国地质调查局的光谱库。第三:从超离子图像的最纯像素中提取端元,这是通过应用(MNF和PPI)来完成的。提供了最终成员,作为SAM分类的培训区域生成。目前的结果表明,用于绘制基尔库克背斜一部分矿物和岩性单元蚀变分布图的数据具有巨大的潜力。Hyperion分类图像显示,黄钾铁矾和伊利石是最主要的蚀变矿物,法塔组上段的主要岩性单元显示在基尔库克背斜的核心,向侧翼有分散的小露头。
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MAPPING LITHOLOGICAL AND MINERALOGICAL UNITS USING HYPERSPECTRAL IMAGERY
Hyperspectral images such as the Earth Observer-1 (EO-1) provides an efficient method of mapping surface mineralogy because it can measures the energy in narrower bands compared with multispectral sensors. The Kirkuk anticline northern Iraq is one of the most petroleum-rich provinces. It is characterized, that is an asymmetrical, cylindrical anticline, with a fold axis trend towards North West- East, South East. The study’s primary goal is to apply satellite processing and techniques on the Eo-1 imagery for identifying lithological and mineral units at a part of Kirkuk anticline northern Iraq. The EO-1 image was corrected at the beginning of atmospheric impacts using the FLAASH module in ENVI software. Processing of (Minimum Noise Fraction- MNF) processing was applied and then it reduced the dimensionality of data, as well as, the processing of (PPI) pixel purity index was applied to spatial reduction. This study tested the potential of (spectral angle mapper supervised classification-SAM) classification for mapping the lithological and mineral units using the Hyperion imagery. three different sources of endmembers or spectra are used for SAM classifications. The one:  is done by Analytical Spectral Devices (ASD) Spectrometer. The second: reference spectra have been taken from the spectral library of USGS. Third: extracting endmembers from the purest pixels of the hyperion image, which was done by applying (MNF and PPI). The endmembers were provided, generated as the training area for SAM classification.  The present results demonstrated the great potential of data used to map the distribution of alteration of minerals and lithological units in a part of Kirkuk anticline. The classified Hyperion image shows that Jarosite and illite are the most dominant altered minerals, as well as, the main lithological units of the upper member of Fatha formation are revealed in the core of the Kirkuk anticline with scattered and small outcrops towards the flanks.
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来源期刊
Malaysian journal of science
Malaysian journal of science Multidisciplinary-Multidisciplinary
CiteScore
1.10
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0.00%
发文量
36
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