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Comprehensive characterization of micro-pore structures in different lithologies of the lacustrine fine-grained mixed sedimentary reservoir of the Shahejie Formation in the Jiyang Depression 济阳坳陷沙河街组湖相细粒混合沉积储层不同岩性微孔结构综合表征
Pub Date : 2024-11-16 DOI: 10.1016/j.oreoa.2024.100075
Wenneng Zhao , Mingshi Feng , Yanyu Gao , Ying Fu , Wanbin Meng , Siyuan Fan , Yi Lan , Bing Zhang
Several methods, such as field-emission environmental scanning electron microscope (FE-SEM), low-temperature nitrogen adsorption-desorption, high-pressure mercury injection tests, focused ion beam scanning electron microscope (FIB-SEM), and high-magnification and large-scale quantitative analytical methods involving argon ion polishing-FE-SEM, have been carried out on lacustrine fine-grained mixed sedimentary reservoirs of the upper fourth-lower third members of the Shahejie Formation in the Jiyang Depression, with the aim of clarifying their microstructural characteristics. Five types of reservoir spaces of fine-grained mixed sedimentary reservoirs were recognized in this study, including intergranular, dissolution, intercrystalline and intracrystalline pores, and fractures. The favorable reservoir spaces are pores with diameters ranging from 40 nm to 300 nm, which are dominated by intergranular pores, grain edge seams, and dissolution pores. The high-pressure mercury injection curves can be divided into three types. Types I and II, with good pore structures, occur mainly in mudstone and dolomite facies, whereas type III, with poor pore structures, is present in limestone facies. The low-temperature nitrogen adsorption-desorption showed that the adsorption volume of dolomite facies is the highest, and the pore morphologies are plate-like. The adsorption amount of mudstone facies is higher than limestone facies, and the pore morphologies are dominated by ink bottle-shaped and parallel plate-like. FIB-SEM analyses reveal that the samples display moderate connectivity. These findings suggest that the different types of lithologic reservoirs of fine-grained mixed sedimentary rocks in the Jiyang Depression have different microstructures, with the argillaceous dolomite, calcareous mudstone, calciferous mudstone, and argillaceous limestone changing gradually from good to poor.
场发射环境扫描电子显微镜(FE-SEM)、低温氮气吸附-解吸、高压压汞试验、聚焦离子束扫描电子显微镜(FIB-SEM)以及包括氩离子抛光在内的高倍、大规模定量分析方法(FE-SEM)等。对济阳坳陷沙河街组上四段—下三段湖相细粒混合沉积储层进行了研究,旨在明确其微观结构特征。研究确定了细粒混合沉积储层的5种储集空间类型,包括粒间孔隙、溶蚀孔隙、晶间孔隙和晶内孔隙以及裂缝。有利储集空间为直径为40 ~ 300 nm的孔隙,以粒间孔、粒边缝和溶蚀孔为主。高压压汞曲线可分为三种类型。孔隙结构较好的ⅰ型和ⅱ型主要发育于泥岩和白云岩相,孔隙结构较差的ⅲ型主要发育于灰岩相。低温氮气吸附-解吸结果表明,白云岩相吸附体积最大,孔隙形态呈板状。泥岩相吸附量高于灰岩相,孔隙形态以墨水瓶状、平行板状为主。FIB-SEM分析显示,样品显示适度的连通性。研究结果表明,济阳坳陷不同类型细粒混合沉积岩岩性储层具有不同的微观结构,泥质白云岩、钙质泥岩、钙化泥岩、泥质灰岩由好到差逐渐变化。
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引用次数: 0
Extract and analysis of surface deformation caused by Mengyuan earthquake in Qinghai using ascending and descending tracks D-InSAR technology 利用升轨和降轨 D-InSAR 技术提取和分析青海门源地震引起的地表形变
Pub Date : 2024-10-01 DOI: 10.1016/j.oreoa.2023.100037
Precision in uncovering the seismic source mechanism and conducting a thorough monitoring of deformation characteristics resulting from surface rupture is of paramount importance for geological comprehension, disaster management, and emergency response. This study employs both ascending and descending orbit Sentinel-1 data to capture the horizontal and vertical deformation traits of the Ms6.9 earthquake in Menyuan, Qinghai, on January 8, 2022, consequently exposing its seismogenic structure. The research outcomes suggest: the Menyuan earthquake generated an elliptical deformation zone measuring 30 × 20 km, with the maximum line-of-sight seismic displacement reaching 6.8 cm. And then, the vertical deformation field exhibited a range between -0.28 m and 0.42 m, while the horizontal deformation field ranged from -0.89 m to 0.94 m. This indicates that the earthquake's deformation is primarily oriented in the east-west direction. The left plate exhibited an upward trend with a NWW orientation, while the right plate displayed a downward trend with a SEE orientation, suggesting that the Menyuan earthquake can be classified as a "NWW-SEE" type. Furthermore, the seismic epicenter of this earthquake was predominantly concentrated in the western segment of the Lenglongling Fault. Two powerful earthquakes sequentially struck along this fault zone, intensifying the imperative for seismic geological research in the region. Additionally, this instance can serve as a benchmark for monitoring deformations and elucidating the seismic source mechanism in earthquakes with comparable seismogenic structures.
精确揭示震源机制并全面监测地表破裂产生的形变特征对于地质理解、灾害管理和应急响应至关重要。本研究利用 Sentinel-1 升轨和降轨数据捕捉 2022 年 1 月 8 日青海门源 Ms6.9 地震的水平和垂直形变特征,从而揭示其震源结构。研究结果表明:门源地震产生了一个 30×20 km 的椭圆形形变带,最大视距地震位移达 6.8 cm。垂直形变场在-0.28 米至 0.42 米之间,水平形变场在-0.89 米至 0.94 米之间。左侧板块呈 NWW 向上升趋势,右侧板块呈 SEE 向下降趋势,表明门源地震可归类为 "NWW-SEE "型。此外,此次地震的震中主要集中在冷龙岭断层西段。该断层带连续发生两次强烈地震,加剧了该地区地震地质研究的紧迫性。此外,这次地震还可作为监测具有类似震源结构的地震的变形和阐明震源机制的基准。
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引用次数: 0
Uranium distribution in the promise reefs of the Mesoarchean Westrand Group, Witwatersrand Supergroup, South Africa 南非威特沃特斯兰德超群中生代韦斯特兰德群的无望礁中的铀分布
Pub Date : 2024-10-01 DOI: 10.1016/j.oreoa.2023.100036
The Mesoarchean Westrand Group (2932 – 2923 Ma) constitutes the lower portion of the Witwatersrand Supergroup. Compared to the overlying Central Rand Group which is well known for its world-class conglomerate-hosted gold-uranium deposits, the economic potential of palaeoplacers in the Westrand Group has not been fully explored. This study aims to assess the uranium potential of the Promise Reefs in the Westrand Group. Field exposures of the Promise Reefs and boreholes drilled down-dip from the surface outcrops were investigated in the Westrand area. Three reef zones were recognized consisting of well-mineralized, matrix-to clast-supported, small pebble conglomerates with associated medium- to coarse-grained quartzite.
Radioactive minerals found in the conglomerates comprise leucoxene, brannerite, carbon nodules, monazite, allanite, thorite, and uraninite.
Analyses of U and Th from borehole samples reported mean values of 120 ppm for U and 60 ppm for Th. Maximum U and Th concentrations are 630 ppm and 125 ppm, respectively. The highest U/Th ratio was 17.4 with a mean value of 2. The conglomerates from surface outcrops have maximum U and Th concentrations of 111 ppm and 140 ppm, respectively, with a mean U value of 19.5 ppm and a mean Th value of 26.6 ppm, and a mean U/Th ratio of 0.6. Comparison of the data shows that surface outcrops generally report lower U concentrations than their unweathered equivalents.
Also, U assays by γ-spectrometry and INAA of the same samples from surface outcrops yielded inconsistent results. As U exploration by field γ-spectrometry relies on the existence of 234U/238U equilibrium and because of the U depletion in the surface samples, further investigations using α-spectrometry and Pb-isotope analyses were employed.
The results obtained from α-spectrometry point to complex U redistribution processes in the surface conglomerate with several stages of uranium loss and/or gain. The bulk of the U was removed during an early stage of surface exposure and supergene alteration, probably more than 1.4 Ma ago.
The estimation of the original pre-weathering U concentration in the surface conglomerates is based on the measured Pb-isotope ratios 206Pb/204Pb, 207Pb/204Pb, and 208Pb/204Pb and the Pb and Th concentrations. The data were inserted into U-Th-Pb age equations which were reformulated and solved for the U concentrations. To test the method, for a suite of borehole samples the same treatment was applied. The calculated fresh-rock U tenor indicates the occurrence of supergene uranium losses which are of the same magnitude as the U losses caused by experimental leaching of fresh conglomerate samples. The high amount of radiogenic Pb found in the surface samples points to severe uranium losses earlier than 100 Ma ago.
The
中生代韦斯特兰德群(2932 - 2923 Ma)是威特沃特斯兰德超群的下部。与上覆的中央兰德群(Central Rand Group)因其世界级的砾岩型金铀矿床而闻名于世相比,韦斯特兰德群中古生界的经济潜力尚未得到充分挖掘。本研究旨在评估 Westrand 组中 Promise Reefs 的铀矿潜力。在 Westrand 地区对 Promise 礁的野外露头和从地表露头向下钻探的钻孔进行了调查。在砾岩中发现的放射性矿物包括白云母、勃氏硬岩、碳结核、独居石、绿帘石、透辉石和铀矿石。铀和钍的最大浓度分别为 630 ppm 和 125 ppm。地表露头砾岩的铀和钍浓度最高值分别为 111 ppm 和 140 ppm,铀平均值为 19.5 ppm,钍平均值为 26.6 ppm,U/Th 比率平均值为 0.6。数据比较显示,地表露头岩层的铀浓度通常低于未风化的等同岩层。此外,对地表露头岩层的相同样本进行γ-谱仪和 INAA 的铀化验得出的结果也不一致。由于现场γ-谱仪对铀的勘探依赖于 234U/238U 平衡的存在,并且由于地表样品中铀的贫化,因此采用了α-谱仪和铅同位素分析进行进一步的研究。地表砾岩中风化前的原始铀浓度是根据测量到的 Pb-同位素比值 206Pb/204Pb、207Pb/204Pb 和 208Pb/204Pb 以及 Pb 和 Th 浓度估算出来的。将这些数据插入铀-钍-铅年龄方程中,然后对这些方程进行重新制定,并对铀浓度进行求解。为了测试该方法,对一组钻孔样本进行了同样的处理。计算得出的新鲜岩石铀态性表明存在超生铀损失,其程度与新鲜砾岩样本实验沥滤造成的铀损失相同。在地表样品中发现的大量放射性铅表明,早在100Ma以前就出现了严重的铀损失。这些数据表明,风化的中原砾岩中铀的重新分布并不是由系统过程控制的,系统过程会掩盖风化前铀的原始浓度。铅同位素技术的应用证明,它是唯一能对深风化岩体中新鲜岩石铀态势进行估算的方法。
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引用次数: 0
Feature Engineering for estimating the maturity of lunar soils from spectroscopic data 从光谱数据估算月球土壤成熟度的特征工程
Pub Date : 2024-09-18 DOI: 10.1016/j.oreoa.2024.100064
Sandeepan Dhoundiyal , Shivam Kumar , Debosmita Paul , Malcolm Aranha , Guneshwar Thangjam , Alok Porwal

Existing algorithms for estimating the maturity of lunar soils are not optimized for data from any of the orbital sensors which are currently active. This paper addresses this issue by proposing an algorithm for estimating soil maturity (IS/FeO) using spectroscopic data at the spectral resolution of the Moon Mineralogy Mapper (M3). As part of this method, four key spectral parameters for estimating IS/FeO are identified and used to train a Support Vector Regression (SVR) model. The physical significance of each parameter is discussed, and the equation of the predictive hyperplane is provided for increased transparency. The proposed method outperforms state-of-the-art algorithms and returns a coefficient of determination (R2) of 0.92 over the Lunar Soil Characterization Consortium (LSCC) dataset.

现有的估算月球土壤成熟度的算法没有针对目前使用的任何轨道传感器的数据进行优化。本文针对这一问题,提出了一种利用月球矿物学成像仪(M3)光谱分辨率的光谱数据估算土壤成熟度(IS/FeO)的算法。作为该方法的一部分,确定了用于估算 IS/FeO 的四个关键光谱参数,并将其用于训练支持向量回归(SVR)模型。讨论了每个参数的物理意义,并提供了预测超平面方程以增加透明度。所提出的方法优于最先进的算法,在月球土壤特性联合会(LSCC)数据集上的判定系数(R2)为 0.92。
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引用次数: 0
A review of granite melt source, and associated gold fertility potential in Batouri, Betare Oya, Meiganga, and Ngazi-Tina gold districts in the eastern goldfield of Cameroon: Insight from zircon chemistry 喀麦隆东部金矿区 Batouri、Betare Oya、Meiganga 和 Ngazi-Tina 金矿区的花岗岩熔体来源及相关金肥力潜力综述:锆石化学的启示
Pub Date : 2024-09-11 DOI: 10.1016/j.oreoa.2024.100067
Fonabe Victor Embui , Mbafor Phebe Ursula Teh , Ngambu Aloysius Afahnwie , Cyriel-Armand-Michel Maurille Moudioh
Zircon mineral can resist post-crystallization alteration and store information relating to chemical elements since crystallization time which makes it a potential tool with variable applications in geoscience. These applications include melt and fluid sources tracer through Hf-isotopes in zircon, the evaluation of redox state of magma using Eu and Ce, as well as the degree of fractional crystallization which can give valuable information relating to ore type, mineralization, and the source rock. This review uses magmatic zircon data (trace and rare earth elements) from published works in the eastern goldfield of Cameroon, to establish the regional trend of the melt source, redox state, and water content of the melt batches at the time of emplacement of the granitic intrusions. The eastern goldfield of Cameroon is situated within the Adamawa-Yaoundé Domain, which forms part of the larger Central African Gold Belt, characterized by granitic intrusions of Pan-African age and presumed to host the gold mineralization along this belt. Zircon trace ratios (Nb/Yb ≥ 0.01, Yb/U ≥ 0.1, U/Nb > 20, and Th/Nb > 10) classify the studied zircons within the continental field which elucidates a predominant crustal melt source with mantle input envisaged in places. The data also show characteristic low values of 176Hf/177Hf (ƐHf<0) which also support the dominant crustal source of the melt. Moreover, concentrations of K, Rb, Th, Y and Nb together with Sr and Nd isotopic signatures in the area are high depicting low pressure melting of older crustal rocks. With the widely reported genetic link between gold origin and granitic intrusions that resulted from the above melt, this study also evaluated the redox state and water content proxies of the melt that are believed to have a great impact on gold mineralization. Eu/Eu* values in zircon grains range from 0.02 to 1.6 while Ce/Nd ratios are from 0.28 to181.67, and illustrate features of reduced to oxidized melts. With reference to the fertile and infertile suites reported by Lu et al. (2016), the reviewed data plot within the fertile and infertile fields with a domination of fertile intrusions. Dy/Yb data plot above and below the discriminant line of Dy/Yb = 0.3 with <0.3 values revealing elevated magma water content while Dy/Yb >0.3 are critical of an anhydrous melt. The research concludes that the major melt source was from the reworking of older crustal rocks with sporadic mantle inputs. The melt batches involved in the emplacement of these intrusions fluctuated between reduced and oxidized sets with the oxidized batches together with elevated magma water content aiding the gold mineralization.
锆石矿物可抵御结晶后的蚀变,并可存储结晶后的化学元素信息,这使其成为地球科学领域一个具有多种应用的潜在工具。这些应用包括通过锆石中的 Hf-同位素对熔体和流体源进行示踪,利用 Eu 和 Ce 对岩浆的氧化还原状态进行评估,以及分馏结晶程度,这可以提供与矿石类型、矿化和源岩有关的宝贵信息。本综述利用喀麦隆东部金矿区已发表的岩浆锆石数据(痕量元素和稀土元素),确定了花岗岩侵入体成岩时熔体来源的区域趋势、氧化还原状态以及熔体批次的含水量。喀麦隆东部金矿区位于阿达马瓦-雅温得域内,该域是更大的中非金矿带的一部分,其特征是泛非时代的花岗岩侵入体,推测该金矿带沿线的金矿化就位于该侵入体中。锆石痕量比(Nb/Yb ≥ 0.01,Yb/U ≥ 0.1,U/Nb > 20,Th/Nb > 10)将所研究的锆石归类于大陆领域,这阐明了主要的地壳熔体来源,并设想在某些地方有地幔输入。数据还显示出 176Hf/177Hf (ƐHf<0)的低值特征,这也支持了熔体的主要地壳来源。此外,该地区的 K、Rb、Th、Y 和 Nb 浓度以及 Sr 和 Nd 同位素特征都很高,说明较古老的地壳岩石在低压下熔化。鉴于广泛报道的金矿起源与上述熔体形成的花岗岩侵入体之间的遗传联系,本研究还评估了熔体的氧化还原状态和含水量代用指标,这些指标被认为对金矿化有重大影响。锆石颗粒中的 Eu/Eu* 值从 0.02 到 1.6 不等,Ce/Nd 比值从 0.28 到 181.67 不等,说明了还原熔体到氧化熔体的特征。参照 Lu 等人(2016 年)所报告的肥沃和贫瘠岩组,所审查的数据位于肥沃和贫瘠区域内,以肥沃侵入体为主。Dy/Yb 数据位于 Dy/Yb = 0.3 的判别线上下,<0.3 值显示岩浆含水量升高,而 Dy/Yb >0.3 是无水熔体的临界值。研究得出结论,熔体的主要来源是较古老地壳岩石的再加工,以及零星的地幔输入。参与这些侵入体成岩过程的熔体批次在还原组和氧化组之间波动,氧化组和岩浆水含量的升高有助于金矿化。
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引用次数: 0
Research progress of fluid inclusions and its application in iron oxide copper-gold (IOCG) deposits 流体包裹体研究进展及其在氧化铁铜金(IOCG)矿床中的应用
Pub Date : 2024-08-31 DOI: 10.1016/j.oreoa.2024.100066
Mingwei Song , Yiwei Peng , Youliang Chen , Yan Zhang , Hong Yang , Shipu Xu , Qi wang

Research on fluid inclusions in Iron Oxide Copper Gold hydrothermal systems has significantly progressed over the past few decades. This paper summarizes the major research advances including petrography, microthermometry, and the compositional of fluid inclusions, as well as the main theories regarding the origins and evolution of ore formation. Fluid inclusions are prevalent within hydrothermal minerals of IOCG systems, including aqueous biphasic (L-V), three-phase (L-V-S) and multiphase (L-V-nS), aqueous-carbonic (LH2O-LCO2) and aqueous-carbonic with solids (LH2O-LCO2-S), single phase (LCO2) inclusions. The types and quantity of fluid inclusions are varied in different hydrothermal alteration and mineralization stages. Geochemical investigations have identified at least two distinct fluid contributors in IOCG systems: a hot, saline magmatic-hydrothermal fluid and an external, non-magmatic fluid (e.g., basin brine, meteoric water, formation water, or metamorphic fluids). It is generally believed that the early stages of the hydrothermal alteration are primarily controlled by magmatic fluids rich in metals and volatiles, with the Fe (-REE) mineralization. Non-magmatic fluids mixing at the last stage can effectively induce a temperature decrease or added reduced sulfur may be a significant factor contributing to Cu-Au precipitation.

过去几十年来,有关氧化铁铜金热液系统中流体包裹体的研究取得了重大进展。本文总结了主要的研究进展,包括岩相学、显微测温、流体包裹体的成分,以及有关矿石形成的起源和演变的主要理论。流体包裹体普遍存在于 IOCG 系统的热液矿物中,包括水相双相(L-V)、三相(L-V-S)和多相(L-V-nS)、水碳酸盐(LH2O-LCO2)和含固体的水碳酸盐(LH2O-LCO2-S)、单相(LCO2)包裹体。在不同的热液蚀变和成矿阶段,流体包裹体的类型和数量各不相同。地球化学研究发现,在 IOCG 系统中至少有两种不同的流体成因:一种是热的含盐岩浆-热液流体,另一种是外部的非岩浆流体(如盆地盐水、陨石水、地层水或变质流体)。一般认为,热液蚀变的早期阶段主要由富含金属和挥发物的岩浆流体控制,其中包括铁(-RE)矿化。在最后阶段混合的非岩浆流体可有效地引起温度下降,或添加的还原硫可能是促成铜-金沉淀的重要因素。
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引用次数: 0
Uranium mobility and enrichment during hydrocarbon generation and accumulation processes: A review 碳氢化合物生成和积累过程中铀的流动性和富集:综述
Pub Date : 2024-08-27 DOI: 10.1016/j.oreoa.2024.100063
Qian Pang , Hao Song , Zhengqi Xu , Shenglin Xu , Guang Hu , Yidong Liu , Jiayu Zhang

Black shale serve as a new uranium sources and provide reducing agents for uranium deposits through hydrocarbon generation. However, the systematically interplay between the black shale and the formation of uranium deposits is not obscure. This paper provides a comprehensive summary and critical assessment of the depositional control factors of uranium in black shales, the extent of uranium migration during hydrocarbon generation, the enrichment of uranium in oil/gas reservoirs, and the relationship between crude oil-natural gas leakage and uranium. The study show that U-riched constituents within black shale persist through mechanisms of adsorption, reduction, complexation, and absorption within matrices rich in phosphates, iron, carbonate minerals, and organic matter. The U in black shale originates from continental weathering, volcanic eruptions, and seabed hydrothermal activities. The average U concentration in black shale is determined by the U content in atmosphere, while its relative content is controlled by the degree of anoxia during the geological historical periods.. Black shale prior to the Late Neoproterozoic period exhibits minimal migration with hydrocarbon substances, whereas black shale post the Late Neoproterozoic period demonstrates migration, with a migration rate ranging approximately between 55 and 75 %. However, the migrated uranium does not accumulate in (ancient) reservoirs. The correlation between hydrocarbon substances and sandstone-type uranium deposit is attributed to the oxygen uptake by hydrocarbons or the thermochemical sulfate reduction (TSR). The study has fundamental significance for further understand the interaction mechanisms between uranium and hydrocarbon substances.

黑页岩是新的铀源,并通过生成碳氢化合物为铀矿床提供还原剂。然而,黑页岩与铀矿床形成之间的系统相互作用并不模糊。本文对黑页岩中铀的沉积控制因素、油气生成过程中铀的迁移程度、油气藏中铀的富集以及原油-天然气泄漏与铀的关系进行了全面总结和深入评估。研究表明,黑页岩中的铀富集成分在富含磷酸盐、铁、碳酸盐矿物和有机物的基质中通过吸附、还原、络合和吸收等机制持续存在。黑页岩中的铀来自大陆风化、火山爆发和海底热液活动。黑页岩中铀的平均浓度由大气中的铀含量决定,而其相对含量则受地质历史时期缺氧程度的控制。新近纪晚期之前的黑色页岩与烃类物质的迁移量很小,而新近纪晚期之后的黑色页岩则出现了迁移,迁移率大约在 55% 到 75% 之间。然而,迁移的铀并未在(古)储层中积累。碳氢化合物物质与砂岩型铀矿床之间的相关性归因于碳氢化合物的吸氧或热化学硫酸盐还原(TSR)。该研究对进一步了解铀与碳氢化合物之间的相互作用机制具有重要意义。
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引用次数: 0
Machine learning based prospect targeting: A case of gold occurrence in central parts of Tanzania, East Africa 基于机器学习的勘探定位:东非坦桑尼亚中部金矿发现案例
Pub Date : 2024-08-27 DOI: 10.1016/j.oreoa.2024.100065
Sidique Gawusu , Benatus Norbert Mvile , Mahamuda Abu , John Desderius Kalimenze

Soil geochemical analyses from central Tanzania reveal significant gold (Au) values, highlighting the potential for further exploration in the region. This study employs ensemble machine learning models—XGBoost-RF, XGBoost-SVM, and XGBoost-ANN—to enhance predictions of Au distribution. Among these, the XGBoost-ANN model showed the highest accuracy during the training phase, achieving a Mean Absolute Percentage Error (MAPE) of 1.275, a Root Mean Square Error (RMSE) of 0.031, an R² of 0.999, and a Pearson Correlation Coefficient (PCC) of 0.999. However, its performance declined in the testing phase with a MAPE of 0.0668 and an RMSE of 0.2491, indicating reduced predictiveness on new data. Spatial analyses using Global and Local Moran's I tests revealed no significant global spatial autocorrelation but identified localized clusters of high and low Au concentrations. Specific areas showed significant spatial dependence, enhancing our understanding of the complex geospatial distribution of Au. These findings support the combined use of predictive modeling and spatial statistical methods to refine mineral exploration strategies, highlighting the value of advanced analytics in identifying promising exploration targets.

坦桑尼亚中部的土壤地球化学分析揭示了重要的金(Au)价值,凸显了该地区进一步勘探的潜力。本研究采用了集合机器学习模型--XGBoost-RF、XGBoost-SVM 和 XGBoost-ANN 来增强对金分布的预测。其中,XGBoost-ANN 模型在训练阶段表现出最高的准确性,平均绝对百分比误差 (MAPE) 为 1.275,均方根误差 (RMSE) 为 0.031,R² 为 0.999,皮尔逊相关系数 (PCC) 为 0.999。但在测试阶段,其性能有所下降,MAPE 为 0.0668,RMSE 为 0.2491,表明对新数据的预测能力有所下降。使用全局和局部莫兰 I 检验进行的空间分析表明,全局空间自相关性不明显,但发现了局部高浓度和低浓度金矿群。特定区域显示出明显的空间依赖性,加深了我们对金的复杂地理空间分布的理解。这些发现支持结合使用预测建模和空间统计方法来完善矿产勘探战略,凸显了先进分析技术在确定有前景的勘探目标方面的价值。
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引用次数: 0
Evaluation of top seal capacity by pseudo-capillary pressure model in Suriname offshore Basin 利用伪毛细管压力模型评估苏里南近海盆地的顶部密封能力
Pub Date : 2024-08-13 DOI: 10.1016/j.oreoa.2024.100061
Sumangal Dasgupta, Mariah Harris, Zurriya Hayati Bt Hasnan, Ritchie Martua Simamora

Drilled well data and 3D seismic data are integrated to model the seal capacity of the Late Campanian- Maastrichtian mudstone in the exploration Block 52 operated by PETRONAS Suriname Exploration & Production BV. The study proposes simple relationships between interval velocity and porosity, porosity against permeability, and normal compaction of the mudstone with depth, based on the drilled well data. The most likely model of the top seal capacity suggests a maximum column height to be in the range of 330 – 350 m in the study area for gas. The model also suggests a gradual increase in the top seal risk towards the northeastern direction of the study area which may be due to the effect of sediment fairway from the nearby Demerara High. On the other hand, an increasing trend of top seal capacity towards the southwestern side of the block relates to the possible effect of the thicker deposition of transgressive fine-grained package with more compaction resulting in a decreasing trend of porosity and permeability of the mudstone.

综合钻井数据和三维地震数据,为苏里南国家石油公司勘探与生产公司运营的 52 号勘探区块中的晚康盘纪-马斯特里赫特泥岩的密封能力建模。研究根据钻井数据,提出了泥岩随深度变化的间隙速度与孔隙度、孔隙度与渗透率以及正常压实度之间的简单关系。最有可能的顶封能力模型表明,在研究区域内,天然气的最大气柱高度在 330 米至 350 米之间。该模型还表明,顶封风险向研究区东北方向逐渐增加,这可能是由于附近德梅拉拉高地沉积物航道的影响。另一方面,该区块西南侧的顶封能力呈上升趋势,这可能是由于横向细粒包裹沉积较厚,压实程度较高,导致泥岩的孔隙度和渗透率呈下降趋势。
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引用次数: 0
Deterministic modelling for driving factors of mineralization in Shanggong gold deposit (China) 上宫金矿床成矿驱动因素的确定性模型(中国)
Pub Date : 2024-08-12 DOI: 10.1016/j.oreoa.2024.100062
Sukun Zhang , Cuihua Chen , Junqiang Xu , Xing Jin , Hui Wang , Shaoping Feng , Xinhui Liang

1. Three-dimensional (3D) deterministic modeling is crucial for analyzing the controlling factors of mineralization. The Shanggong gold deposit, situated in the southern margin of North China Craton, represents a magmatic hydrothermal deposit. To construct the 3D deterministic model, boreholes, cross-sections, and geochemistry assays are integrated based on the geological characteristics of the Shanggong gold deposit. This paper summarizes its contents as follows: 1) GoCAD software can be utilized to build a 3D geology model encompassing faults and ore bodies; 2) Geostatistics and discrete smooth interpolation (DSI) can be employed to create a 3D attribute model involving grade and Au/Pb ratio. The findings reveal that: 1) High-value zones are associated with NE and NNE trending cross faults; 2) Deterministic modeling, such as grade model and Au/Pb ratio model, effectively elucidates the metallogenic process mechanism.

1.三维(3D)确定性建模对于分析成矿控制因素至关重要。上宫金矿床位于华北克拉通南缘,是一个岩浆热液矿床。为了构建三维确定性模型,根据上宫金矿床的地质特征,对钻孔、横断面和地球化学化验进行了整合。本文内容概述如下:1)利用 GoCAD 软件建立包括断层和矿体在内的三维地质模型;2)利用地质统计学和离散平滑插值法(DSI)建立涉及品位和金/铅比(Au/Pb ratio)的三维属性模型。研究结果表明1)高价值区与 NE 和 NNE 走向的交叉断层有关;2)品位模型和 Au/Pb 比率模型等确定性模型可有效阐明成矿过程机制。
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引用次数: 0
期刊
Ore and Energy Resource Geology
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