巴基斯坦山达克矿区ASTER遥感数据蚀变信息提取及找矿预测
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本文为中国国家自然科学基金资助项目(编号:92055314)、中国地质调查局项目(编号:DD20201159, DD20221804)和陕西省重点研发计划(编号: 2021KW- 28)的成果


Alteration Information Extraction and ore- prospecting prediction using ASTER Remote Sensing Data in Saindak Deposit, Pakistan
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    摘要:

    巴基斯坦查盖火山岩浆岩带属于特提斯成矿域的重要组成部分之一,是巴基斯坦境内最重要的斑岩型铜矿带,但目前其相关的遥感研究还较少,制约了对该成矿带的找矿潜力分析。本文以山达克矿床及其周边为研究区,对先进星载热辐射与反射辐射计(Advanced Spaceborne Thermal Emission and Reflection Radiometer, ASTER)数据进行RBD (Relative absorption band depth)比值假彩色合成、主成分分析、光谱角制图等处理,获得蚀变遥感异常信息分布特征,通过对蚀变特征和主要控矿要素进行遥感研究,建立了山达克矿床遥感找矿模型并开展成矿预测,为该成矿带矿产勘查提供借鉴。根据建立的遥感找矿模型,圈定了找矿预测靶区10处。对矿区东矿体和矿区北部的2个靶区进行野外验证,证实了提取结果与实际地质事实吻合较好,对矿区岩石样品进行光谱实测,表明样品实测光谱曲线与标准矿物光谱曲线的吸收特征位置高度相似,证实了研究区绢云母化、青磐岩化等蚀变较强且分布较广。结果表明本次研究提取的矿化蚀变结果可信度较高,可为后续找矿勘查工作提供参考。

    Abstract:

    The Chagai volcanic magmatic belt in Pakistan is an important part of the Tethyan metallogenic domain and is the most important porphyry copper belt in Pakistan. However, there are few remote sensing studies on the Chagai belt to date, which restricts the analysis of the ore- prospecting potential of the metallogenic belt. Therefore, the Saindak deposit and its surrounding areas were taken as the study area to explore the alteration characteristics and build a remote sensing ore- prospecting model for the porphyry Cu—Au deposits, which could provide reference for the subsequent ore- prospecting and mineral exploration in the Chagai porphyry copper belt. Methods: The Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) data was atmospherically corrected and converted to surface reflectance using the empirical line method by comparing with the Hyperion hyperspectral image. The data was then processed by Relative absorption band depth (RBD) ratio false color composite, principal component analysis (PCA), spectral angle mapper (SAM) to obtain the distribution characteristics of alteration minerals. The RBD8, RBD and RBD5 were selected to distinguish different lithology, structure and alteration zones. For the PCA, the band 1, 3, 4 and 6 were selected to extract the sericitization, the band 1, 3, 4 and 5 were used to extract the kaolinization, and the band 1, 3, 4 and 8 were adopted to extract the propylitization. For the SAM, the bands 4 to 8 were selected to compare with the five typical mineral spectra from JPL Spectral Library for spectral angle calculation.Results:Based on the study of alteration characteristics and main ore- controlling factors, the remote sensing prospecting model of Saindak deposit was established, and ore- prospecting prediction was carried out based on the model. 10 prospecting targets were delineated according to the established remote sensing prospecting model. The east orebody and two prospecting targets in the north of the mining pit were checked in the field for validation, and it was confirmed that the extracted results from remote sensing were in good agreement with the field validation and actual geological facts. The reflectance spectra of the rock samples from the Saindak deposit were measured using a portable spectroradiometer. The absorption features of the sample spectra are very comparable to that of mineral spectra selected from the standard spectral library, which confirms that the sericitization and porpylitization in the study area are intensely and extensively distributed. Conclusions:Through accurately atmospheric correction by hyperspectral image, multiple image processing methods comparison and verification, and comparison the sample spectra with the mineral spectra of the standard spectral library, the results show that the alteration minerals extracted in this study are highly reliable. The combination of these methods could improve the accuracy of the results and delimit the alternation anomalies accurately. The methodology and results could provide reference for the mineral exploration in the Chagai metallogenic belt.

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刘磊,蒲小楠,洪俊,张辉善,YASIR Shaheen Khalil.2022.巴基斯坦山达克矿区ASTER遥感数据蚀变信息提取及找矿预测[J].地质论评,68(5):2022092008,[DOI].
LIU Lei, PU Xiaonan, HONG Jun, ZHANG Huishan, YASIR Shaheen Khalil.2022. Alteration Information Extraction and ore- prospecting prediction using ASTER Remote Sensing Data in Saindak Deposit, Pakistan[J]. Geological Review,68(5):2022092008.

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  • 收稿日期:2022-03-15
  • 最后修改日期:2022-09-08
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  • 在线发布日期: 2022-09-19
  • 出版日期: 2022-09-15