Soufiane Hajaj , Abderrazak El Harti , Amine Jellouli , Amin Beiranvand Pour , Saloua Mnissar Himyari , Abderrazak Hamzaoui , Mazlan Hashim
{"title":"用于蚀变矿物和硅化探测的 ASTER 数据处理和融合:对摩洛哥安特阿特拉斯西部铜矿化勘探的影响","authors":"Soufiane Hajaj , Abderrazak El Harti , Amine Jellouli , Amin Beiranvand Pour , Saloua Mnissar Himyari , Abderrazak Hamzaoui , Mazlan Hashim","doi":"10.1016/j.aiig.2024.100077","DOIUrl":null,"url":null,"abstract":"<div><p>Alteration minerals and silicification are typically associated with a variety of ore mineralizations and could be detected using multispectral remote sensing sensors as indicators for mineral exploration. In this investigation, the Visible Near-Infra-Red (VNIR), Short-Wave Infra-Red (SWIR), and Thermal Infra-Red (TIR) bands of the ASTER satellite sensor derived layers were fused to detect alteration minerals and silicification in east the Kerdous inlier for cupriferous mineralization exploration. Several image processing techniques were executed in the present investigation, namely, Band Ratio (BR), Selective Principal Component Analysis (SPCA) and Constrained Energy Minimization (CEM) techniques. Initially, the BR and SPCA processing results revealed several alteration zones, including argillic, phyllic, dolomitization and silicification as well as iron oxides and hydroxides. Then, these zones were mapped at sub-pixel level using the CEM technique. Pyrophyllite, kaolinite, dolomite, illite, muscovite, montmorillonite, topaz and hematite were revealed displaying a significant distribution in relation with the eastern Amlen region lithological units and previously detected mineral potential zones using HyMap imaging spectroscopy. Mainly, a close spatial association between iron oxides and hydroxide minerals, argillic, and phyllic alteration was detected, as well as a strong silicification was detected around doleritic dykes unit in Jbel Lkest area. A weighted overlay approach was used in the integration of hydrothermal alteration minerals and silicification, which allowed the elaboration of a new mineral alteration map of study area with five alteration intensities. ASTER and the various employed processing techniques allowed a practical and cost effective mapping of alteration features, which corroborates well with field survey and X-ray diffraction analysis. Therefore, ASTER data and the employed processing techniques offers a practical approach for mineral prospection in comparable settings.</p></div>","PeriodicalId":100124,"journal":{"name":"Artificial Intelligence in Geosciences","volume":"5 ","pages":"Article 100077"},"PeriodicalIF":0.0000,"publicationDate":"2024-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666544124000182/pdfft?md5=cf18acc65551f5ef8c813068f6ec61eb&pid=1-s2.0-S2666544124000182-main.pdf","citationCount":"0","resultStr":"{\"title\":\"ASTER data processing and fusion for alteration minerals and silicification detection: Implications for cupriferous mineralization exploration in the western Anti-Atlas, Morocco\",\"authors\":\"Soufiane Hajaj , Abderrazak El Harti , Amine Jellouli , Amin Beiranvand Pour , Saloua Mnissar Himyari , Abderrazak Hamzaoui , Mazlan Hashim\",\"doi\":\"10.1016/j.aiig.2024.100077\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>Alteration minerals and silicification are typically associated with a variety of ore mineralizations and could be detected using multispectral remote sensing sensors as indicators for mineral exploration. In this investigation, the Visible Near-Infra-Red (VNIR), Short-Wave Infra-Red (SWIR), and Thermal Infra-Red (TIR) bands of the ASTER satellite sensor derived layers were fused to detect alteration minerals and silicification in east the Kerdous inlier for cupriferous mineralization exploration. Several image processing techniques were executed in the present investigation, namely, Band Ratio (BR), Selective Principal Component Analysis (SPCA) and Constrained Energy Minimization (CEM) techniques. Initially, the BR and SPCA processing results revealed several alteration zones, including argillic, phyllic, dolomitization and silicification as well as iron oxides and hydroxides. Then, these zones were mapped at sub-pixel level using the CEM technique. Pyrophyllite, kaolinite, dolomite, illite, muscovite, montmorillonite, topaz and hematite were revealed displaying a significant distribution in relation with the eastern Amlen region lithological units and previously detected mineral potential zones using HyMap imaging spectroscopy. Mainly, a close spatial association between iron oxides and hydroxide minerals, argillic, and phyllic alteration was detected, as well as a strong silicification was detected around doleritic dykes unit in Jbel Lkest area. A weighted overlay approach was used in the integration of hydrothermal alteration minerals and silicification, which allowed the elaboration of a new mineral alteration map of study area with five alteration intensities. ASTER and the various employed processing techniques allowed a practical and cost effective mapping of alteration features, which corroborates well with field survey and X-ray diffraction analysis. 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引用次数: 0
摘要
蚀变矿物和硅化通常与各种矿石成矿有关,可以利用多光谱遥感传感器作为矿产勘探的指标进行探测。在这项调查中,ASTER 卫星传感器衍生层的可见近红外(VNIR)、短波红外(SWIR)和热红外(TIR)波段进行了融合,以探测 Kerdous inlier 东部的蚀变矿物和硅化现象,从而进行铜矿化勘探。本次研究采用了多种图像处理技术,即波段比(BR)、选择性主成分分析(SPCA)和约束能量最小化(CEM)技术。最初,BR 和 SPCA 处理结果揭示了几个蚀变带,包括假火山岩化、植生岩化、白云石化和硅化以及铁氧化物和氢氧化物。然后,利用 CEM 技术在亚像素级别绘制了这些蚀变带。结果显示,辉绿岩、高岭石、白云石、伊利石、褐铁矿、蒙脱石、黄玉和赤铁矿的分布与阿姆伦地区东部的岩性单元以及之前利用 HyMap 成像光谱法探测到的矿产潜力区有显著的关联。主要发现了铁氧化物与氢氧化物矿物、芒硝和植蚀作用在空间上的紧密联系,并在 Jbel Lkest 地区的辉绿岩堤单元周围发现了强烈的硅化作用。在整合热液蚀变矿物和硅化作用时使用了加权叠加方法,从而绘制出研究区域新的矿物蚀变图,其中包含五种蚀变强度。ASTER 和所采用的各种处理技术可以绘制出实用且具有成本效益的蚀变特征图,这与实地调查和 X 射线衍射分析非常吻合。因此,ASTER 数据和所采用的处理技术为类似环境下的矿物勘探提供了一种实用方法。
ASTER data processing and fusion for alteration minerals and silicification detection: Implications for cupriferous mineralization exploration in the western Anti-Atlas, Morocco
Alteration minerals and silicification are typically associated with a variety of ore mineralizations and could be detected using multispectral remote sensing sensors as indicators for mineral exploration. In this investigation, the Visible Near-Infra-Red (VNIR), Short-Wave Infra-Red (SWIR), and Thermal Infra-Red (TIR) bands of the ASTER satellite sensor derived layers were fused to detect alteration minerals and silicification in east the Kerdous inlier for cupriferous mineralization exploration. Several image processing techniques were executed in the present investigation, namely, Band Ratio (BR), Selective Principal Component Analysis (SPCA) and Constrained Energy Minimization (CEM) techniques. Initially, the BR and SPCA processing results revealed several alteration zones, including argillic, phyllic, dolomitization and silicification as well as iron oxides and hydroxides. Then, these zones were mapped at sub-pixel level using the CEM technique. Pyrophyllite, kaolinite, dolomite, illite, muscovite, montmorillonite, topaz and hematite were revealed displaying a significant distribution in relation with the eastern Amlen region lithological units and previously detected mineral potential zones using HyMap imaging spectroscopy. Mainly, a close spatial association between iron oxides and hydroxide minerals, argillic, and phyllic alteration was detected, as well as a strong silicification was detected around doleritic dykes unit in Jbel Lkest area. A weighted overlay approach was used in the integration of hydrothermal alteration minerals and silicification, which allowed the elaboration of a new mineral alteration map of study area with five alteration intensities. ASTER and the various employed processing techniques allowed a practical and cost effective mapping of alteration features, which corroborates well with field survey and X-ray diffraction analysis. Therefore, ASTER data and the employed processing techniques offers a practical approach for mineral prospection in comparable settings.