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GTF: A New Interpretable Graph Neural Network for Geochemical Anomaly Detection in Mineral Prospectivity Mapping GTF:一种新的可解释图神经网络用于矿产找矿填图地球化学异常检测
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-04 DOI: 10.1007/s11053-025-10589-5
Zhengbo Yu, Binbin Li, Fan Zhang, Jiangwei You, Baizhi Li, Zhe Chen, Shuai Zhang, Keyan Xiao
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引用次数: 0
A Modulated Mineral Prospectivity Mapping of Orogenic Gold Mineralization, Pietersburg Greenstone Belt, South Africa: Exploration Targeting from a Mineral Systems Approach 南非Pietersburg绿岩带造山带金矿化的调变找矿标图:基于矿物系统方法的找矿目标
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-04 DOI: 10.1007/s11053-025-10595-7
Litshedzani Mutele, Emmanuel John M. Carranza
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引用次数: 0
Structural Controls on Pb–Zn Mineralization in a Complex Tectonic Setting: Insights from a Scale-Integrated Study of Remote Sensing, Geophysical, and Geochemical Data of the Es Souabaa Anticline, Algeria 阿尔及利亚Es Souabaa背斜遥感、物探和地球化学综合数据对复杂构造背景下铅锌成矿的控制作用
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-03 DOI: 10.1007/s11053-025-10578-8
Ahmed M. Eldosouky, Mohammed Hichem Bencharef, Ahmed Henaish, Djamel Boubaya, Sara Zamzam
One of the most challenging tasks in mineral exploration is the search for mineralization in areas of complex tectonic setting with variable regolith. This study investigated the geological controls on lead–zinc (Pb–Zn) mineralization in the Es Souabaa anticline, northeast Algeria, considered a challenging region. To decipher evidence of Pb–Zn mineralization, a comprehensive and integrated study was conducted comprising the analysis of regional-scale remote sensing and geophysical data and local-scale geochemical data. A new enhancement step was applied to satellite images to overcome distortion resulting from regolith type, in addition to implementing multiple analysis methods to extract mineral spectral signatures and detailed surface geological/structural mapping. Moreover, the correlations among geophysical, geochemical analysis and subsurface mapped structural features were established to identify geophysical signatures indicative of the targeted mineral system. This study demonstrated the effectiveness of ASTER-derived mineral indices in mapping carbonate-hosted Pb–Zn deposits and identifying potential new mineralized zones. Structural feature analysis, as well as results of advanced analytical techniques of gravity and magnetic data, indicated that the area, which is characterized by transpressional tectonics, hosts Pb–Zn deposits primarily controlled by ENE–WSW-trending shear zones and fault intersections. Moreover, induced polarization, resistivity models, and surface/borehole sample analysis revealed significant variability in the distribution of ore bodies and reinforced the role of deep-seated faults as conduits for mineralized fluids. Shallow mineralized zones occur in the central region, while deep ones exist in the southern part at depths exceeding 190 m. The findings underscore the importance of structural mapping, data integration, and modeling for targeting Pb–Zn mineralization, reducing future exploration uncertainties in similar tectonic settings.
在构造环境复杂、风化层多变的地区寻找矿化是矿产勘查中最具挑战性的任务之一。本文研究了阿尔及利亚东北部Es Souabaa背斜铅锌成矿的地质控制因素,该地区被认为是一个具有挑战性的地区。为破译铅锌矿化证据,开展了区域尺度遥感、物探数据和局地尺度地球化学数据综合分析。除了采用多种分析方法提取矿物光谱特征和详细的地表地质/构造填图外,还对卫星图像应用了新的增强步骤,以克服由风化层类型引起的失真。建立物探、地球化学分析与地下构造特征的相关性,识别目标矿系的地球物理特征。该研究证明了aster衍生矿物指数在碳酸盐岩含铅锌矿测绘和潜在新矿化带识别中的有效性。构造特征分析及先进的重磁资料分析结果表明,该地区主要受ene - wsw向剪切带和断裂交点控制,具有逆扭构造特征。此外,诱导极化、电阻率模型和地表/钻孔样品分析揭示了矿体分布的显著变异性,并强化了深部断裂作为矿化流体管道的作用。中部为浅层矿化带,南部为深部矿化带,深度超过190 m。这些发现强调了构造制图、数据整合和建模对铅锌矿化的重要性,减少了未来在类似构造环境下勘探的不确定性。
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引用次数: 0
Machine Learning-Based Mineral Prospectivity Mapping: Detecting Iranian Plateau High-Potential Metallogenic Zones Using Big Geospatial Data 基于机器学习的矿产远景填图:利用大地理空间数据探测伊朗高原高潜力成矿带
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-02 DOI: 10.1007/s11053-025-10586-8
Vahid Teknik, Iman Monsef, Amr Abdelnasser, Abdolreza Ghods
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引用次数: 0
Predicting Gold Asset Values Through Machine Learning 通过机器学习预测黄金资产价值
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1007/s11053-025-10587-7
Arkin Akin, A. Erhan Tercan
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引用次数: 0
Comprehensive Assessment of Ground Deformation Dynamics and Displacement Patterns in Jeenagora Opencast Coal Mining Region of Jharia Coalfield Using PS-InSAR and Advanced Statistical Analysis 基于PS-InSAR和先进统计分析的Jharia煤田Jeenagora露天采区地表变形动力学与位移模式综合评价
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1007/s11053-025-10584-w
Aditya Kumar Thakur, Rahul Dev Garg, Kamal Jain
{"title":"Comprehensive Assessment of Ground Deformation Dynamics and Displacement Patterns in Jeenagora Opencast Coal Mining Region of Jharia Coalfield Using PS-InSAR and Advanced Statistical Analysis","authors":"Aditya Kumar Thakur, Rahul Dev Garg, Kamal Jain","doi":"10.1007/s11053-025-10584-w","DOIUrl":"https://doi.org/10.1007/s11053-025-10584-w","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"33 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145657862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Thermodynamic Analysis and Dynamic Evolution of Microscopic Physicochemical Properties During the Oxidation Process of Low-Rank Coal 低煤阶氧化过程微观物理化学性质的热力学分析与动态演化
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1007/s11053-025-10588-6
Linhao Xie, Hongqing Zhu, Rui Li, Lei Zhang, Qi Yuan, Tianyu Li, Houwang Wang
{"title":"Thermodynamic Analysis and Dynamic Evolution of Microscopic Physicochemical Properties During the Oxidation Process of Low-Rank Coal","authors":"Linhao Xie, Hongqing Zhu, Rui Li, Lei Zhang, Qi Yuan, Tianyu Li, Houwang Wang","doi":"10.1007/s11053-025-10588-6","DOIUrl":"https://doi.org/10.1007/s11053-025-10588-6","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"218 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145645290","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of Water on the Generation of Hydrogen-Containing Products in Coal Spontaneous Combustion Based on Radioactive Hydrogen Isotope Tracing 基于放射性氢同位素示踪的水对煤自燃含氢产物生成的影响
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-11-28 DOI: 10.1007/s11053-025-10590-y
Tianze Li, Bo Tan, Liyang Gao, Jiliang Huang, Qi Tang, Tianyao Chang, Xiaomeng Li, Feiran Wang
{"title":"Influence of Water on the Generation of Hydrogen-Containing Products in Coal Spontaneous Combustion Based on Radioactive Hydrogen Isotope Tracing","authors":"Tianze Li, Bo Tan, Liyang Gao, Jiliang Huang, Qi Tang, Tianyao Chang, Xiaomeng Li, Feiran Wang","doi":"10.1007/s11053-025-10590-y","DOIUrl":"https://doi.org/10.1007/s11053-025-10590-y","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"22 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145610962","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dynamic Behavior and Fracture Mechanism of Coal Samples with Different Sizes Under Impact Load 冲击载荷作用下不同尺寸煤样的动力行为及断裂机理
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-11-26 DOI: 10.1007/s11053-025-10592-w
Siqing Zhang, Xiaofei Liu, Zhoujie Gu, Xin Zhou, Xiaoran Wang, Ruilin Tan
{"title":"Dynamic Behavior and Fracture Mechanism of Coal Samples with Different Sizes Under Impact Load","authors":"Siqing Zhang, Xiaofei Liu, Zhoujie Gu, Xin Zhou, Xiaoran Wang, Ruilin Tan","doi":"10.1007/s11053-025-10592-w","DOIUrl":"https://doi.org/10.1007/s11053-025-10592-w","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"97 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145609041","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Geochemistry of Selected Critical Elements in Carboniferous–Permian Coal Seams, Huaibei Coalfield, Anhui, China 安徽淮北煤田石炭-二叠系煤层关键元素地球化学特征
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-11-25 DOI: 10.1007/s11053-025-10582-y
Mengfei Lu, Guijian Liu, Minglian Shen, Ruijia Liu, Hao Hu, Zhen Yue, Zongfan Xie
{"title":"Geochemistry of Selected Critical Elements in Carboniferous–Permian Coal Seams, Huaibei Coalfield, Anhui, China","authors":"Mengfei Lu, Guijian Liu, Minglian Shen, Ruijia Liu, Hao Hu, Zhen Yue, Zongfan Xie","doi":"10.1007/s11053-025-10582-y","DOIUrl":"https://doi.org/10.1007/s11053-025-10582-y","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"185 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145593755","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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