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Machine learning prediction of health risk and spatial dependence of geogenic contaminated groundwater from the Hetao Basin, China 中国河套盆地受地质污染地下水的健康风险和空间依赖性的机器学习预测
IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-07 DOI: 10.1016/j.gexplo.2024.107497
Peng Xia , Yifu Zhao , Xianjun Xie , Junxia Li , Kun Qian , Haoyu You , Jingxian Zhang , Weili Ge , Hongjie Pan , Yanxin Wang

Geogenic contaminated groundwater (GCG), characterized by elevated arsenic, fluoride, and iodine levels, present a significant challenge to public health and government management. Conventional survey-based approaches of collecting groundwater samples, conducting physicochemical tests, and performing spatial interpolation to obtain regional groundwater chemical component maps are inefficient and costly. More importantly, it does not take into account the actual hydrogeological conditions or the characteristics of pollutant transport and enrichment. To address this issue, we utilized Support Vector Machine (SVM), Random Forest (RF), Adaptive Boosting (AdaBoost), and Extreme Gradient Boosting (XGBoost) to analyze the likelihood of occurrence of arsenic, fluoride, and iodine as well as their spatial distribution in shallow groundwater from the Hetao Basin. Our study incorporated 20 indicators related to meteorology, soil physicochemical properties, and groundwater conditions, along with 1505 labeled samples consisting of groundwater arsenic, fluoride, and iodine concentrations and their corresponding coordinates. Subsequently, the study automatically analyzed the meteorological, soil physicochemical properties and groundwater conditions by constructing a machine learning model using the available data. In order to optimise and select the best prediction model, this paper presents a quantitative evaluation of the prediction performance of various machine learning models. The accuracy (AC), area under curve (AUC) and mean squared error (MSE) were calculated to predict the spatial distribution of CGC. Subsequently, the optimized model for predicting the spatial distribution of GCG was selected. The results showed that the XGBoost algorithm provided optimal predictions for groundwater with arsenic concentrations above 10 μg/L and fluoride concentrations exceeding 1.5 mg/L, whereas the RF model provided the best predictions for groundwater with arsenic concentrations surpassing 50 μg/L and iodine concentrations exceeding 100 μg/L. Subsequently, groundwater health risk zones were delineated based on an optimal prediction model, and demographic analysis was conducted in both the direct and potential groundwater risk zones. Model predictions indicated that hundreds of thousands of people in the Hetao Basin were facing a public health crisis caused by high concentrations of arsenic, fluoride and iodine in groundwater. These findings underscore the significant health challenge in the study area. Considering the agricultural development and increasing groundwater use in the area, our findings can guide local governments in managing the extent of groundwater development, establishing control zones, and enhancing protection measures for populations at risk from groundwater contamination.

以砷、氟和碘含量升高为特征的地质污染地下水(GCG)给公共卫生和政府管理带来了巨大挑战。传统的调查方法是收集地下水样本,进行物理化学测试,然后进行空间插值以获得区域地下水化学成分图,这种方法既低效又昂贵。更重要的是,这种方法没有考虑到实际的水文地质条件或污染物迁移和富集的特点。针对这一问题,我们利用支持向量机(SVM)、随机森林(RF)、自适应提升(AdaBoost)和极梯度提升(XGBoost)等方法分析了河套盆地浅层地下水中砷、氟和碘的出现概率及其空间分布。我们的研究纳入了 20 个与气象、土壤理化性质和地下水条件相关的指标,以及 1505 个由地下水砷、氟和碘浓度及其相应坐标组成的标记样本。随后,该研究利用现有数据构建了一个机器学习模型,自动分析了气象、土壤理化性质和地下水条件。为了优化和选择最佳预测模型,本文对各种机器学习模型的预测性能进行了定量评估。通过计算准确度 (AC)、曲线下面积 (AUC) 和均方误差 (MSE) 来预测 CGC 的空间分布。随后,选出了预测 GCG 空间分布的优化模型。结果表明,XGBoost 算法对砷浓度超过 10 μg/L 和氟浓度超过 1.5 mg/L 的地下水提供了最佳预测,而 RF 模型对砷浓度超过 50 μg/L 和碘浓度超过 100 μg/L 的地下水提供了最佳预测。随后,根据最佳预测模型划定了地下水健康风险区,并对直接和潜在的地下水风险区进行了人口统计分析。模型预测结果表明,由于地下水中砷、氟和碘浓度较高,河套盆地数十万人面临着公共卫生危机。这些发现凸显了研究地区面临的重大健康挑战。考虑到该地区的农业发展和日益增长的地下水使用量,我们的研究结果可以指导地方政府管理地下水开发程度、建立控制区并加强对面临地下水污染风险的人群的保护措施。
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引用次数: 0
Reactive transport numerical modeling of intermediate sulfidation epithermal deposit: A case study of Haopinggou Ag-Au-Pb-Zn deposit, Henan province, China 中硫化热液矿床的反应输运数值模拟:中国河南省下坪沟银-金-铅-锌矿床案例研究
IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-07 DOI: 10.1016/j.gexplo.2024.107500
Cheng Chang , Keyan Xiao , Guanhong Feng , Li Sun , Junsheng Yang

The Haopinggou Ag-Au-Pb-Zn deposit is the only deposit that simultaneously contains Au and Ag-Pb-Zn vein-type ores at the Xianyu ore field in Xiong'ershan District, Henan Province, China. The early-stage gold-bearing pyrite-quartz veins are cut or surrounded by late-stage silver-bearing Pb-Zn-sulfide veins. However, there is controversy whether these two-stage veins were formed from distinct fluid systems associated with discrete mineralization events or via hydrothermal evolution processes of individual mineralization events. To study the metallogenic dynamics of how the Au and Ag-Zn-Pb veins were formed at the same depth in the Haopinggou deposit under these two distinct metallogenic models, we established a series of reactive transport numerical models. We studied the influence of the temperature of the hydrothermal fluid, fault permeability, and HS, Au+, and Ag+ concentrations on the mineralization of Au, Ag, Pb, and Zn. Based on the model results, two distinct mechanisms causing Au and Ag to precipitate at the same depth has been established: (1) Under the assumption of the single hydrothermal fluid metallogenic model, the deep part of the early Au precipitation will be overlapped by the shallow part of the late Ag precipitation due to temperature and permeability decreases, causing Au and Ag to precipitate at the same deep depth; (2) Under the assumption of the distinct hydrothermal fluids metallogenic model, the shallow part of the early Au precipitation will be overlapped by the late Ag precipitation due to high concentration of HS, causing Au and Ag to precipitate at the same shallow depth. The metallogenic mechanisms behind these two controversial understandings indicate that the deeper parts of the Haopinggou deposit have a high metallogenic potential for gold or silver.

下坪沟银-金-铅-锌矿床是中国河南省熊耳山地区仙峪矿区唯一同时含有金矿和银-铅-锌脉型矿石的矿床。早期的含金黄铁矿石英脉被晚期的含银铅锌硫化物脉切割或包围。然而,对于这两段矿脉是由与独立成矿事件相关的不同流体系统形成的,还是由单个成矿事件的热液演化过程形成的,还存在争议。为了研究在这两种不同的成矿模式下,下坪沟矿床同一深度的金矿脉和银锌铅矿脉是如何形成的,我们建立了一系列反应运移数值模型。我们研究了热液温度、断层渗透率、HS-、Au+和Ag+浓度对Au、Ag、Pb和Zn成矿作用的影响。根据模型结果,建立了两种不同的机制,导致 Au 和 Ag 在同一深度沉淀:(1)在单一热液成矿模型假设下,由于温度和渗透率的降低,早期金沉淀的深部与晚期银沉淀的浅部重叠,导致金、银在同一深部沉淀;(2)在不同热液成矿模型假设下,由于高浓度的HS-,早期金沉淀的浅部将与晚期银沉淀的浅部重叠,导致金、银在同一浅部沉淀。这两种有争议的理解背后的成矿机制表明,下坪沟矿床深部具有很高的金或银成矿潜力。
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引用次数: 0
Apatite-rich zones in the Uppermost Upper Zone, Northern Limb, Bushveld Complex: Possible non-conventional source of REE and TiO2 布什维尔德复合体北缘最上层上区的磷灰石富集区:REE 和 TiO2 的可能非常规来源
IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-07 DOI: 10.1016/j.gexplo.2024.107498
Hakundwi Mandende , Themba Mothupi

The uppermost Upper Zone of the Bushveld Complex is known as a potential host of significant apatite-ilmenite resources. Recent exploration studies have delineated two apatite-rich zones representing a huge potential resource of phosphate. A detailed mineralogical and geochemical study of the two apatite-rich zones is undertaken to demonstrate that in addition to phosphate, apatite and ilmenite could be important saleable by-products for REE and Ti. In the Lower Apatite Zone (LAZ), the average concentrations of apatite, ilmenite, and titano-magnetite are 11%, 6%, and 18%, respectively. Grades of about 30 wt% combined apatite, ilmenite, and titano-magnetite can be recovered from the Upper Apatite Zone (UAZ), of which apatite and granular ilmenite constitute 9 and 10%, respectively. There is an association between diamagnetic (apatite), paramagnetic (mostly silicates and ilmenite), ferromagnetic (titano-magnetite) minerals and, to a lesser extent, sulphides. In addition, the majority of the targeted minerals; apatite, ilmenite, and titano-magnetite are relatively coarse, with a median value ranging between 270 μm and 931 μm. In-situ trace element data obtained on apatite demonstrate an increase in Light Rare Earth Elements (LREE) stratigraphically, grading from an average of 3180 ppm Total Rare Earth Elements (TREE+Y) in the LAZ to an average of 4068 ppm TREE+Y in the UAZ, indicating a sub-economic potential of REE that may be economically viable as by-product to phosphate. Preliminary resource estimations show that ~1,405,560 t and ~1,798,056 t of TREE can be exploited from the LAZ and UAZ, respectively. The discrete ilmenite grains are an attractive additional by-product considering their higher average >50% TiO2 and lower concentration of impurities such as <1.06% MgO, <1.21% MnO, <0.08% Al2O3, <0.02% V2O5 and <0.01% Cr2O3. These results suggest that apatite-rich layers in mafic layered intrusions are viable prospects for economic extraction of REE in conjunction with titanium as other by-products that can be recovered from phosphate rocks.

众所周知,布什维尔德复合体最上层的上区可能蕴藏着大量磷灰石-钛铁矿资源。最近的勘探研究划定了两个富含磷灰石的区域,代表着巨大的潜在磷酸盐资源。我们对这两个磷灰石富集区进行了详细的矿物学和地球化学研究,以证明除了磷酸盐之外,磷灰石和钛铁矿也可能是重要的可销售副产品,其中含有 REE 和 Ti。在下磷灰石区(LAZ),磷灰石、钛铁矿和钛磁铁矿的平均浓度分别为 11%、6% 和 18%。在上磷灰石带(UAZ)中,磷灰石、钛铁矿和钛磁铁矿的综合品位约为 30%,其中磷灰石和粒状钛铁矿分别占 9%和 10%。二磁性(磷灰石)、顺磁性(主要是硅酸盐和钛铁矿)、铁磁性(钛磁铁矿)矿物之间存在关联,硫化物的关联也较小。此外,大部分目标矿物(磷灰石、钛铁矿和钛磁铁矿)相对较粗,中值介于 270 μm 和 931 μm 之间。在磷灰石上获得的原位痕量元素数据显示,轻稀土元素(LREE)在地层上有所增加,从 LAZ 的平均百万分之 3180 的总稀土元素(TREE+Y)到 UAZ 的平均百万分之 4068 的总稀土元素(TREE+Y)。初步资源估算显示,LAZ 和 UAZ 可分别开采约 1,405,560 吨和约 1,798,056 吨 TREE。考虑到离散钛铁矿晶粒具有较高的平均 50% TiO2 含量和较低的杂质浓度(如 1.06% MgO、1.21% MnO、0.08% Al2O3、0.02% V2O5 和 0.01% Cr2O3),因此是一种极具吸引力的额外副产品。这些结果表明,在岩浆岩层状侵入体中富含磷灰石的地层是经济提取 REE 的可行前景,同时还可以从磷酸盐岩中提取钛作为其他副产品。
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引用次数: 0
New insights into the origin and depositional setting of the Haerdaban PbZn deposit, Chinese western Tianshan: Evidence from geology, chert geochemistry, and detrital zircon UPb geochronology 中国天山西部海尔达板铅锌矿床起源和沉积环境的新见解:来自地质学、白垩地球化学和锆英石超前地质年代的证据
IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-07 DOI: 10.1016/j.gexplo.2024.107496
Jialin Wang , Xuexiang Gu , Jingchi Xu , Yongmei Zhang , Yiwei Peng , Liangtao Lu

The Haerdaban PbZn deposit (with an ore reserve of 10.93 Mt. at 1.0–25.65 % Zn and 0.7–12.29 % Pb) is hosted in weakly metamorphosed clastic‑carbonate rocks from the Proterozoic Haerdaban Group. It represents a significant addition of the sediment-hosted PbZn deposits in the Yili block, Chinese western Tianshan. Currently, there are ongoing debates regarding its genesis, with a particular focus on the crucial metallogenic mechanism (syngenetic sedimentary exhalation or epigenetic reworking) responsible for the primary sulfide mineralization. Mineralization at Haerdaban primarily occurs as banded to stratiform ore layers or lenses conformably sandwiched in their host rocks. Vein and stockwork ores occur locally below the stratiform ore layers. A syn-sedimentary fault trending SN was identified based on abrupt lateral changes in lithofacies and thickness of the stratigraphic units. The ore mineralogy is dominated by sphalerite, galena, quartz, and dolomite, with a small amount of pyrite, barite, and organic matter. Detrital zircon LA-ICP-MS UPb dating of the Haerdaban siltstones obtained a maximum depositional age of about 604 Ma. Their geochemical composition similar to the passive continental margin signatures, with rare earth element (REE) patterns enriched in LREE and negative Eu anomalies (Eu/Eu* = 0.50–1.14). Stratiform beds of chert that host disseminated ores have relatively high contents of hydrothermal components (e.g., Ba, Zn), with apparent positive Eu anomalies (Eu/Eu* = 7.38–49.34) and negligible negative Ce anomalies (Ce/Ce* = 0.85–0.98). They are thus interpreted to be hydrothermal sedimentary rocks (exhalites) deposited in a suboxic-anoxic environment proximal to the hydrothermal vents. Integrated geological and geochemical evidence indicates that the Haerdaban PbZn deposit is a typical vent-proximal sedimentary exhalative (SEDEX) deposit formed in a Neoproterozoic Sinian (Ediacaran) passive continental margin rift basin. Post-depositional metamorphism and deformation in the Paleozoic may have caused partial remobilization of primary ores but did not significantly alter the morphology of the orebodies. Furthermore, establishing a genetic model for the Haerdaban deposit has important implications for the exploration of similar deposits preserved in the equivalent stratigraphy within the Chinese western Tianshan region.

海尔达板铅锌矿(矿石储量为 10.93 百万吨,锌含量 1.0-25.65 %,铅含量 0.7-12.29 %)赋存于新生代海尔达板组的弱变质碎屑碳酸盐岩中。它是中国天山西部伊犁区块沉积赋存铅锌矿床的重要补充。目前,有关该矿床成因的争论仍在继续,尤其是造成原生硫化物矿化的关键成矿机制(合成沉积喷出还是表生再加工)。海尔达班的矿化主要表现为带状至层状矿层或透镜体,与母岩共生。在层状矿层的局部下方有矿脉和网状矿石。根据岩性和地层单位厚度的横向突变,确定了一个走向 SN 的同沉积断层。矿石矿物主要为闪锌矿、方铅矿、石英和白云石,以及少量黄铁矿、重晶石和有机物。对海尔达班粉砂岩进行的锆英石 LA-ICP-MS UPb 测定获得的最大沉积年龄约为 604 Ma。它们的地球化学成分与被动大陆边缘特征相似,稀土元素(REE)富集于 LREE,Eu 呈负异常(Eu/Eu* = 0.50-1.14)。承载浸染矿石的层状燧石床具有相对较高的热液成分(如钡、锌)含量,具有明显的正Eu异常(Eu/Eu* = 7.38-49.34)和可忽略的负Ce异常(Ce/Ce* = 0.85-0.98)。因此,它们被解释为热液沉积岩(呼出岩),沉积于热液喷口附近的亚缺氧-缺氧环境中。综合地质和地球化学证据表明,海尔达班铅锌矿床是一个典型的热液喷口近端沉积喷出岩(SEDEX)矿床,形成于新近纪中生代(埃迪卡拉纪)被动大陆边缘裂谷盆地。古生代的沉积后变质和变形可能造成了原生矿石的部分再移动,但并未显著改变矿体的形态。此外,建立海尔达坂矿床的成因模型对于勘探中国天山西部地区同等地层中保存的类似矿床具有重要意义。
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引用次数: 0
High-resolution mapping and multivariate technique (factor analysis) to support hydrogeochemical analysis and identification of surface water contamination 高分辨率绘图和多变量技术(因子分析)支持水文地质化学分析和地表水污染鉴定
IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-06 DOI: 10.1016/j.gexplo.2024.107495
Daniela Vasconcelos Machado , Eduardo Duarte Marques , Eduardo Paim Viglio , Everton Assunção Martins dos Santos , Rafael Tarantino Amarante , Gerson Cardoso da Silva Júnior , Emmanoel Vieira Silva-Filho

The study presented a high-resolution regional mapping of a significant Brazilian watershed, which is heavily influenced by mining, agriculture, and domestic/industrial effluents. Upper São Francisco Basin encompasses the largest karst area in the country and includes three important Brazilian biomes: Cerrado, Atlantic Forest, and Caatinga. Surface water (1418 samples) was collected during the dry season and was analyzed for physical-chemical parameters, cations, anions, and some metals. The spatial distribution and abundance of variables were assessed, and the processes controlling the sources of dissolved loads in surface waters were discussed. The results indicate that rock weathering is the primary factor controlling water chemistry, with a strong influence of carbonate and silicate minerals. Anthropogenic activities, particularly agriculture, play a key role in the chemical composition of the microbasins. Soil erosion and leaching processes also contribute significantly to the region, driven by land use practices and mineral extraction, which intensify erosion processes. The northern sector of the Upper São Francisco Basin, characterized by an arid climate and Caatinga vegetation, experiences low precipitation and high evapotranspiration rates. The VG stands out due to the presence of the karst zone and for the mixture of natural to anthropogenic sources.

该研究对巴西的一个重要流域进行了高分辨率区域测绘,该流域受到采矿、农业和家庭/工业废水的严重影响。上圣弗朗西斯科盆地是巴西最大的岩溶地区,包括巴西三个重要的生物群落:Cerrado、大西洋森林和 Caatinga。在旱季收集了地表水(1418 个样本),并对其物理化学参数、阳离子、阴离子和一些金属进行了分析。对变量的空间分布和丰度进行了评估,并讨论了控制地表水溶解负荷来源的过程。结果表明,岩石风化是控制水化学的主要因素,碳酸盐和硅酸盐矿物对其影响很大。人类活动,尤其是农业活动,对微流域的化学成分起着关键作用。土地使用方式和矿产开采加剧了水土流失过程,因此土壤侵蚀和沥滤过程也对该地区产生了重大影响。上圣弗朗西斯科盆地北部以干旱气候和卡廷加植被为特征,降水量低,蒸散率高。由于喀斯特地区的存在,以及自然和人为来源的混合,VG 地区显得尤为突出。
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引用次数: 0
Hydrothermal alteration and geochemical proximity indicators to ore at the Metsämonttu Zn–Pb–Cu–Au–Ag deposit, Uusimaa belt, southern Finland 芬兰南部乌西马带 Metsämonttu Zn-Pb-Cu-Au-Ag 矿床的热液蚀变和地球化学近矿指标
IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-03 DOI: 10.1016/j.gexplo.2024.107491
Janne Hokka , Hanna Leväniemi , Tuomas Leskelä
<div><p>The Paleoproterozoic Metsämonttu Zn–Pb–Cu–Ag–Au deposit (1.5 Mt at 3.5 wt% Zn, 0.8 wt% Pb, 0.3 wt% Cu, 13.2 wt% S, 25 g/t Ag, and 1.4 g/t Au, production 1952–1974) is the largest past-producing mine in the Aijala–Orijärvi area (Orijärvi formation, Aijala member) within the Uusimaa belt, southern Finland. The Aijala member is characterized by 1.9–1.88 Ga felsic-dominated volcanic-sedimentary supracrustal rocks with intercalated sedimentary carbonates and iron formations. The area is underexplored, and little deposit-scale research has been carried out, despite the lateral continuum to the world-class ore district of Bergslagen in south-central Sweden. To better understand the Metsämonttu VMS-related alteration system, we reassessed the previously described metamorphic mineral assemblages and their protolith rock compositions by using mobile and immobile element geochemistry. This resulted in the definition of four metamorphosed alteration mineral assemblages and eight chemostratigraphic rock units. The chemostratigraphic results suggest that the lithological and/or structural setting of the Metsämonttu succession is more complex than previously considered. The stratigraphic footwall is mainly characterized by an extensive cordierite + anthophyllite ± biotite ± phlogopite + pyrite ± pyrrhotite (Mg–Fe–S) assemblage dominated by mafic rocks, designated Mafic B1 and Mafic B2, and Andesite A1. The main sulfide mineralization is hosted by tremolite + diopside ± biotite ± phlogopite ± chlorite skarn (Ca–Mg–K). A sericite-bearing muscovite + quartz ± biotite ± phlogopite + pyrite (K–Si–S) assemblage is composed of felsic to mafic protoliths (Mafic B1–B2, Andesite A1, Dacite A1, Dacite B1, Dacite C1) and extends several tens of meters into the stratigraphic hanging-wall. A quartz + pyrite ± muscovite (Si–S) assemblage represents the immediate ore-proximal alteration and is derived from rocks with a rhyolitic composition (Rhyolite A1).</p><p>Limited drill core samples near Metsämonttu mineralization, along with restricted surface alteration, pose challenges in studying geochemical variations from distal to ore proximal areas and limits the ability to model the shape and size of the alteration zone. Large mass changes suggest that the alteration was hydrothermal, and due to several protolith compositions, the alteration is interpreted to be predominantly discordant to stratigraphy. A 60-m-wide alteration halo surrounds the Metsämonttu deposit. Major and trace elements, namely MgO, Na<sub>2</sub>O, K<sub>2</sub>O, SiO<sub>2</sub>, Fe<sub>2</sub>O<sub>3</sub>, Cu, Zn, Pb, S, Ag, Tl, Hg, Se, Te, Sn, Sb, Rb, and Sr, and the indices modified alteration index (MAI), Ishikawa alteration index (AI), chlorite‑carbonate-pyrite index (CCPI), S/Na<sub>2</sub>O can be used for chemical vectoring, which can assist regional or near-mine exploration. Elements MnO, Ba, Cd, Bi, As, Ni, Co, W, Ga, Mo, and indices Hashigushi index and advance argillic alteration index (
古新生代的梅萨蒙图(Metsämonttu)锌铅铜金矿床(1.5 百万吨,含锌 3.5 wt%、铅 0.8 wt%、铜 0.3 wt%、硒 13.2 wt%、银 25 g/t 和金 1.4 g/t,1952-1974 年产量)是芬兰南部乌西马(Uusimaa)带艾雅拉-奥里耶尔维(Orijärvi)地区过去最大的矿山。艾雅拉岩层的特征是以 1.9-1.88 Ga 长英岩为主的火山-沉积超基性岩,夹有沉积碳酸盐岩和铁质地层。尽管该地区与瑞典中南部的世界级矿区伯格斯拉根(Bergslagen)具有横向连续性,但该地区勘探不足,几乎没有开展过矿床规模的研究。为了更好地了解与 Metsämonttu VMS 相关的蚀变系统,我们利用移动和非移动元素地球化学方法重新评估了之前描述的变质矿物组合及其原岩成分。最终确定了四个变质蚀变矿物组合和八个化学地层岩石单元。化学地层学结果表明,梅萨芒图岩系的岩性和/或构造背景比之前认为的更为复杂。地层底壁的主要特征是以黑云母岩(黑云母岩 B1 和黑云母岩 B2 以及安山岩 A1)为主的广泛的堇青石 + 直闪石 ± 黑云母 ± 辉绿岩 + 黄铁矿 ± 黄铁矿(Mg-Fe-S)组合。主要硫化物矿化由透闪石+透辉石±斜长石±辉绿岩±绿泥石矽卡岩(Ca-Mg-K)包裹。绢云母+石英±斜长石±辉绿岩+黄铁矿(K-Si-S)集合体由长英岩至黑云母原岩(黑云母 B1-B2、安山岩 A1、黑云母 A1、黑云母 B1、黑云母 C1)组成,延伸至地层悬壁数十米处。Metsämonttu 矿化附近的钻孔岩芯样本有限,地表蚀变也很有限,这给研究从远端到近端矿石区域的地球化学变化带来了挑战,并限制了对蚀变带的形状和大小进行建模的能力。巨大的质量变化表明,蚀变是热液蚀变,由于多种原岩成分,蚀变被解释为主要与地层不和谐。Metsämonttu矿床周围有一个60米宽的蚀变晕。主要元素和微量元素,即氧化镁(MgO)、氧化钠(Na2O)、氧化钾(K2O)、二氧化硅(SiO2)、氧化铁(Fe2O3)、铜(Cu)、锌(Zn)、铅(Pb)、硒(Si)、银(Ag)、碲(Tl)、汞(Hg)、硒(Se)、碲(Te)、锡(Sn)、锑(Sb)、铷(Rb)和锶(Sr),以及修正蚀变指数(MAI)、石川蚀变指数(AI)、绿泥石-碳酸盐-黄铁矿指数(CCPI)、S/Na2O指数可用于化学矢量分析,这有助于区域或近矿勘探。元素 MnO、Ba、Cd、Bi、As、Ni、Co、W、Ga、Mo 以及指数 Hashigushi 指数和 advance argillic alteration index (AAAI) 作为地球化学勘探指标的作用较小。
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引用次数: 0
Heavy metals in surface sediments of Lake Patria wetland, southern Italy, and environmental risk 意大利南部帕提亚湖湿地表层沉积物中的重金属与环境风险
IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-03 DOI: 10.1016/j.gexplo.2024.107490
Michele Arienzo , Sergio Bravi , Maria Toscanesi , Carlo Donadio , Giuseppe De Simone , Corrado Stanislao , Luciano Ferrara , Vincenzo Allocca , Antonella Giarra , Marco Trifuoggi

The study investigated the presence of heavy metals in the surface sediments of one of the most important wetlands in south Italy, Lake Patria, and the related environmental risk. Surface sediments were analyzed for particle size and shape, total organic carbon and As, Cd, Cr, Cu, Fe, Hg, Ni, Pb and Zn levels. Mean total organic carbon was high, 3.1 %, with a peak of 5.9 % near the input of freshwater channel whereas sediments appeared to be mainly composed of sand and/or gravel and significantly polluted by metals especially Cr, Cu and Zn. Data from heavy metals spatial distribution, Pearson correlation, principal component analysis and geochemical indices suggested dominant anthropogenic source for most metals. Mean Igeo values of Cr, Cu and Ni were in the range of 4.6–7.3 of strongly polluted class while their relative mean enrichment factors were largely exceeding the threshold of the anthropic pollution, 1.5. A very high pollution situation was also outlined when considering the Cf indices, with Cr, Cu and Ni possessing mean values from an order of magnitude of ten to hundred times higher the very high polluted class, 6 ≤ Cf. On the overall, the integrated indices of modified contamination degree, pollution load and ecological risk revealed a serious pollution scenario. The mean comprehensive ecological hazard index was fivefold the most critical limit, ≥600, in almost all the lagoon and especially in the locations close to channel.

该研究调查了意大利南部最重要的湿地之一--帕特里亚湖表层沉积物中重金属的存在情况以及相关的环境风险。对表层沉积物的粒度和形状、总有机碳以及砷、镉、铬、铜、铁、汞、镍、铅和锌的含量进行了分析。平均总有机碳含量较高,为 3.1%,在淡水河道入口附近达到 5.9%的峰值,而沉积物似乎主要由沙子和/或砾石组成,并受到严重的金属污染,尤其是铬、铜和锌。重金属空间分布、皮尔逊相关性、主成分分析和地球化学指数数据表明,大多数金属主要来自人为污染。铬、铜和镍的平均 Igeo 值在 4.6-7.3 之间,属于强污染级别,而它们的相对平均富集因子则大大超过了人为污染的临界值 1.5。从 Cf 指数来看,Cr、Cu 和 Ni 的平均值比极重度污染级别(6≤Cf)高出十倍到百倍不等,呈现出极重度污染态势。几乎所有泻湖,特别是靠近航道的地点,平均综合生态危害指数是最临界值(≥600)的五倍。
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引用次数: 0
Geochemistry and sources of boron and strontium of geothermal waters from the Pearl River Delta region, South China: Implications for water-rock interactions 华南珠江三角洲地区地热水的地球化学及硼和锶的来源:水与岩石相互作用的影响
IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-02 DOI: 10.1016/j.gexplo.2024.107492
Zhengan Wei , Shaopeng Huang , Chengshan Wang

Pearl River Delta (PRD) region of South China is abundant of geothermal water resources. However, the development and utilization level of geothermal resources in this region is relatively low, due in part to the lack of fundamental geochemical research. To access water-rock interaction processes of the PRD geothermal system, we analyzed the geochemistry of geothermal waters by combining trace elements (B, Sr, and Br) and isotopes (δ11B and 87Sr/86Sr) with conventional tracers (major elements) that had been reported. The Cl/Br ratios (from 31 to 639) confirm the multi-source salinity of marine origin, precipitation, and a minor dissolution of halite. Major ions chemistry highlights the influence of ions exchange, the dissolution of carbonate, silicate, and sulphate minerals as well as the contribution of seawater. The Cl/B ratios (61 to 22,583) suggest interactions with carbonate rock and felsic rock, input of seawater, and groundwater mixing. Boron isotopic compositions (δ11B) range between −9.22 and +39.78 ‰. Sr contents and 87Sr/86Sr ratios are more homogeneous, falling between 0.06 and 32.26 mg/L and between 0.71239 and 0.72121, respectively. The B and Sr isotopic signatures show that three processes contribute to geochemistry of geothermal waters: 1) water/rock interaction involving marine carbonate rock, evaporite, and granitoid or/and gneiss, 2) seawater intrusion, and 3) shallow groundwater mixing. Major-trace element chemistry and these isotope systematics on their own indicates essential information on the aspects of fluid origin or water-rock interaction processes, and however provide a more comprehensive understanding of the geothermal system in the PRD region, South China.

中国南方的珠江三角洲(PRD)地区拥有丰富的地热水资源。然而,由于缺乏基础地球化学研究,该地区地热资源的开发利用水平相对较低。为了了解珠三角地热系统的水岩相互作用过程,我们结合已报道的痕量元素(B、Sr和Br)和同位素(δ11B和87Sr/86Sr)以及常规示踪剂(主要元素),对地热水的地球化学进行了分析。Cl/Br 比率(从 31 到 639)证实了海洋盐度、沉淀和少量海绿石溶解的多源性。主要离子化学成分突出了离子交换、碳酸盐、硅酸盐和硫酸盐矿物溶解以及海水的影响。Cl/B 比率(61 至 22,583 )表明了与碳酸盐岩和长英岩的相互作用、海水的输入以及地下水的混合。硼同位素组成(δ11B)介于-9.22 和 +39.78 ‰之间。锶含量和 87Sr/86Sr 比值较为均匀,分别介于 0.06 至 32.26 毫克/升和 0.71239 至 0.72121 之间。硼和锶同位素特征表明,有三个过程促成了地热水的地球化学:1) 水/岩石相互作用,包括海洋碳酸盐岩、蒸发岩和花岗岩或/和片麻岩;2) 海水入侵;3) 浅层地下水混合。主要痕量元素化学和这些同位素系统学本身表明了流体起源或水岩相互作用过程方面的基本信息,但也提供了对中国南方珠三角地区地热系统更全面的了解。
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引用次数: 0
Characterization of metal-bearing nanoparticles observed in loess-covered terrain: Implications for prospecting 在黄土覆盖的地形中观察到的含金属纳米颗粒的特征:对勘探的影响
IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-01 DOI: 10.1016/j.gexplo.2024.107488
Yuexin Lu, Bimin Zhang, Xueqiu Wang, Hanliang Liu, Jian Zhou

The recent depletion of mineral resources near the Earth's surface has led to a shift in mineral exploration toward concealed deposits in covered terrain. Consequently, significant attention has been directed toward metal-bearing nanoparticles in the soil above such deposits to gain insights into the composition of concealed ore bodies.

In this study, the characteristics (type, size, shape, chemical composition, and aggregation) of metal-bearing nanoparticles in ore samples of the Zhonghedi Ag-Pb-Zn polymetallic deposit and their overlying loess were systematically analyzed using transmission electron microscopy. Numerous nanoparticles containing Ag, Au, Cu, Pb, Zn, Fe, Mo, and other metallic elements were observed in the loess overlying the deposits as well as the ore samples. These nanoparticles exhibit a well-defined crystal shape, suggesting their primary particle nature. Moreover, the nanoparticles in the loess and ore samples share similarities in element distribution, size, and type, demonstrating their homologous nature. However, ore-related metal-bearing nanoparticles were not detected in samples collected from the background areas. Most metal-bearing nanoparticles in loess, excluding native particles, were oxides and sulfates, which may be attributed to oxidation of the native metal particles near the surface where oxygen fugacity increases. The elemental mapping of the nanoparticles showed that the ore-forming elements had the same distribution patterns and element assemblages to the ore material. These results indicate that metal-bearing nanoparticles in the loess have likely relationships with concealed ore bodies. Accordingly, the metal-bearing nanoparticles in the loess can provide information about concealed ore deposits, explain surface geochemical anomalies, and improve prospecting accuracy as a vector to mineralization.

Routinely finding nanoparticles in transported cover remains a challenge. However, this study shows it is viable and marks substantial progress in our knowledge and comprehension of metal-bearing nanoparticles in loess-covered terrain. Evidence of their presence and association with concealed ore bodies contributes significantly to our understanding of mineral exploration processes and offers new avenues for future research and practical applications.

近年来,地球表面附近矿产资源的枯竭导致矿产勘探转向覆盖地形中的隐蔽矿藏。本研究利用透射电子显微镜系统分析了中河底银铅锌多金属矿床矿样及其上覆黄土中含金属纳米颗粒的特征(类型、大小、形状、化学成分和聚集)。在矿床上覆黄土和矿石样品中观察到大量含银、金、铜、铅、锌、铁、钼和其他金属元素的纳米颗粒。这些纳米颗粒呈现出清晰的晶体形状,表明它们是原生颗粒。此外,黄土和矿石样本中的纳米颗粒在元素分布、大小和类型上都很相似,这表明它们具有同源性。然而,在背景区域采集的样本中并未检测到与矿石相关的含金属纳米颗粒。除原生颗粒外,黄土中大部分含金属的纳米颗粒都是氧化物和硫酸盐,这可能是由于原生金属颗粒在靠近地表的地方发生了氧化,因为那里的富氧性增加了。纳米颗粒的元素图谱显示,成矿元素的分布模式和元素组合与矿石材料相同。这些结果表明,黄土中的含金属纳米颗粒很可能与隐藏的矿体有关系。因此,黄土中的含金属纳米颗粒可以提供隐伏矿床的信息,解释地表地球化学异常,并作为成矿矢量提高探矿精度。然而,这项研究表明这是可行的,标志着我们对黄土覆盖地层中含金属纳米颗粒的认识和理解取得了重大进展。纳米颗粒的存在及其与隐蔽矿体的关联证据极大地促进了我们对矿物勘探过程的理解,并为未来的研究和实际应用提供了新的途径。
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引用次数: 0
Geochemical associations between the lateritic crusts and carbonatitic rocks of the Carbonatitic Complex at Morro dos Seis Lagos, AM, Brazil 巴西 AM 省 Morro dos Seis Lagos 红土结壳与碳酸盐岩之间的地球化学联系
IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-01 DOI: 10.1016/j.gexplo.2024.107494
Ana Carolina de Faria Duarte , Claudio Gerheim Porto , Artur Cezar Bastos Neto , Reiner Neumann , Lucy Takehara , João Pedro Proença Bento
<div><p>The carbonatite rocks present at the Seis Lagos Carbonatite Complex (SLCC) are siderite carbonatites, and constitute the source of the titano-niobian mineralization hosted in the lateritic crusts that cover the complex. This study is based on the geochemical data from 6 drill holes conducted by the Geological Survey of Brazil (CPRM) in the 1980s plus the mineralogical descriptions and analyzes performed on these cores. The quality of the geochemical data was evaluated in order to select the most reliable elements for statistical treatment. Given the compositional character of the geochemical data, these were transformed into Centered Log Ratio (CLR) and submitted to principal component analysis. These data enabled definition of geochemical association of 4 types of carbonatite rock: (i) C1, siderite carbonatite; (ii) C2, friable siderite carbonatite; (iii) C3, light siderite carbonatite; and (iv) B1, carbonatite breccia. B1 is more phosphatic and enriched in Al, P, La, Ce, Ba, Sr, Zr, S, Be, U and REE minerals like bastnaesite-(Ce), monazite-(Ce), as well as those belonging to the plumbogummite group (such as florencite-(Ce)) — which were formed during a later carbohydrothermal stage. C3 is also enriched in the same suite of metals as a result of hydrothermal alteration after C1. The transition from C1 to its friable equivalent, C2, is more abrupt, suggesting that the weathering took place with well-defined limits in depth and was possibly delimited by structures. C2 is characterized by its enrichment in Th, Zn, Sn, Co, and Sb, with some influence from both Mn and Fe, and the leaching of Ce, Ba, La, and Sr. C2 contains goethite, rutile, brookite and gibbsite, evidencing the impact of weathering. Lateritic crusts are distinguished into 5 types: (i) L1, a fragmented cavernous crust; (ii) L2, a reddish-brown crust; (iii) L3, a manganese crust; (iv) L4, a gray crust; and (v) L5, a compact, grayish crust. The L1 crusts are richer in Al, P, Zr, La and U due to the residual enrichment of their immobile elements and to the formation of secondary aluminum phosphates, mainly florencite-(Ce). The L3 manganese crusts are characterized by a suite of metals, composed of Mn, Ba, Mo, Co and Ce. The contrasting compositions between segments of the upper and lower crusts it is more likely due to compositional differences in the siderite carbonatite, rather than reflecting the depth and hence intensity of weathering. A specific type of crust to which the Nb<img>Ti mineralization might be associated with was not identified. No specific geochemical association was identified for the deeper crusts, such as L4 and L5; however, the occurrence of Ce-rich pyrochlore, cerianite and carbonates in them, coupled with their absence in the upper crusts, suggests that the aforementioned ones are less evolved and therefore, closer to the carbonatite protolith. Our results indicate that despite intense weathering the composition of the primary siderite carbonatite exerts a
塞斯拉各斯碳酸盐岩群(SLCC)中的碳酸盐岩属于菱铁矿碳酸盐岩,是覆盖该碳酸盐岩群的红土地壳中蕴藏的榍石-黑云母矿化物的来源。这项研究基于巴西地质调查局(CPRM)在 20 世纪 80 年代进行的 6 个钻孔的地球化学数据,以及对这些岩芯进行的矿物学描述和分析。对地球化学数据的质量进行了评估,以便选择最可靠的元素进行统计处理。鉴于地球化学数据的成分特点,这些数据被转换为中心对数比(CLR),并提交给主成分分析。通过这些数据,确定了 4 类碳酸盐岩的地球化学关联:(i) C1,菱铁矿碳酸盐岩;(ii) C2,易碎菱铁矿碳酸盐岩;(iii) C3,轻菱铁矿碳酸盐岩;(iv) B1,碳酸盐岩角砾岩。B1 的磷化程度较高,富含 Al、P、La、Ce、Ba、Sr、Zr、S、Be、U 和 REE 矿物,如 bastnaesite-(Ce)、monazite-(Ce),以及在较晚的碳氢热液阶段形成的属于铅云母类的矿物(如 florencite-(Ce))。由于 C1 之后的热液蚀变作用,C3 也富含同类金属。从 C1 到易碎等同物 C2 的过渡更为突然,这表明风化作用在深度上有明确的界限,并可能受到结构的限制。C2 的特征是 Th、Zn、Sn、Co 和 Sb 的富集,同时受到 Mn 和 Fe 的一些影响,以及 Ce、Ba、La 和 Sr 的浸出。红土结壳可分为五种类型:(i) L1,破碎的洞穴状结壳;(ii) L2,红褐色结壳;(iii) L3,锰结壳;(iv) L4,灰色结壳;(v) L5,紧密的灰白色结壳。L1 结壳富含 Al、P、Zr、La 和 U,这是由于其不动元素的残余富集以及次生铝磷酸盐(主要是萤石(Ce))的形成。L3 锰结壳的特征是由 Mn、Ba、Mo、Co 和 Ce 组成的一整套金属。上部和下部结壳之间的成分对比更可能是由于菱铁矿碳酸盐岩的成分差异造成的,而不是反映了风化的深度和强度。铌钛矿化可能与哪种特定类型的结壳有关,尚未确定。对于较深的结壳,如 L4 和 L5,没有发现特定的地球化学关联;但是,这些结壳中出现了富含铈的辉绿岩、铈镧矿和碳酸盐,而上部结壳中却没有,这表明上述结壳的演化程度较低,因此更接近碳酸盐岩原岩。我们的研究结果表明,尽管风化作用强烈,但原生菱铁矿碳酸盐岩的成分对红土结壳的成分有影响。不过,我们无法确定结壳与菱铁矿碳酸盐岩之间直接的、取决于岩性的关系。
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Journal of Geochemical Exploration
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