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Density functional modeling of ternary Am(III) hydroxo complexes with Ca or Mg counterions. Do Mg stabilized species exist? 含 Ca 或 Mg 反离子的三元 Am(III) 羟配合物的密度泛函模型。是否存在镁稳定物种?
IF 3.1 3区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-29 DOI: 10.1016/j.apgeochem.2024.106159
Ion Chiorescu, Sven Krüger

We carried out density functional computations to investigate experimentally suggested ternary Ca–Am(III)–OH and possible Mg–Am(III)–OH complexes in water. We confirmed the experimental stoichiometry for the Ca complexes and their relative stability. For the Mg complexes, we find comparable or weaker complexation. This finding is in agreement with experimental observations. We demonstrate that explicit solvation of counterions is important when comparing Ca and Mg species. For the Ca complexes this has a minimal effect on their relative stability. Contrariwise, Mg complexes exhibit a lower stability and are highly sensitive to explicit short-range solvation effects. Explicit Mg2+ solvation significantly altered both absolute and relative formation energies compared to a simpler model. These findings highlight the crucial role of incorporating explicit short-range solvation effects in accurate computational modeling when small and highly charged ions are treated.

我们进行了密度泛函计算,以研究实验中提出的 Ca-Am(III)-OH 三元络合物和可能的 Mg-Am(III)-OH 水中络合物。我们证实了钙配合物的实验化学计量及其相对稳定性。对于镁络合物,我们发现其络合度相当或更弱。这一发现与实验观察结果一致。我们证明,在比较钙和镁的种类时,反离子的明确溶解非常重要。对于钙络合物来说,这对其相对稳定性的影响微乎其微。相反,镁络合物则表现出较低的稳定性,并对显式短程溶解效应高度敏感。与更简单的模型相比,显式 Mg2+ 溶解显著改变了绝对和相对形成能。这些发现凸显了在处理小离子和高电荷离子时,将显式短程溶解效应纳入精确计算模型的关键作用。
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引用次数: 0
A holistic investigation of potentially toxic element flow in the soil-root-straw-grain continuum of a typical rice–wheat rotation system 对典型稻麦轮作系统中土壤-根茎-秸秆-谷物连续体中潜在有毒元素流动的整体调查
IF 3.1 3区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-26 DOI: 10.1016/j.apgeochem.2024.106149
Ning Wei , Yubo Wen , Dong-Xing Guan , Junfeng Ji

Rice and wheat, being major food crops worldwide, are susceptible to pollution risks associated with potentially toxic elements (PTEs). However, the accumulation and transfer patterns of different PTEs within rice and wheat systems remain a topic of debate. In this study, we conducted a holistic investigation of the risk flow of seven PTEs (As, Cd, Cr, Cu, Ni, Pb, and Zn) in the soil-root-straw-grain continuum of a typical rice-wheat rotation system. Laboratory analyses were performed on a total of 72 samples, comprising complete rice and wheat plants as well as paired soil samples. These samples were collected from nine cropland sites located in the Yangtze River Delta (YRD), a highly industrialized region in China. Our results revealed that Cd and Pb levels in the soils exceeded acceptable limits. Additionally, Cd, Cr, Ni, Pb, and Zn levels in wheat grains, as well as Cd in rice grains, exceeded food safety standards. Based on their behaviors within the soil-root-straw-grain continuum of rice and wheat, the seven PTEs can be classified into three categories: (1) The siderophile elements, Cr and Ni, exhibited higher concentrations in wheat roots, straws, and grains than in rice. (2) The chalcophile elements, Cd, Cu, Zn, and Pb, showed higher contents in rice roots and straws but lower contents in rice grains than in wheat. (3) The metalloid element, As, exhibited significantly higher concentrations and uptake capacity in rice than in wheat. Our findings suggest that wheat has a greater internal translocation capacity for PTEs than rice, leading to higher contamination levels and lower risk resistances for wheat crops. This study provides insights into agronomic regulations of different PTEs in rice and wheat cultivation areas.

水稻和小麦是全球主要的粮食作物,容易受到潜在有毒元素(PTEs)的污染。然而,不同 PTEs 在水稻和小麦系统中的积累和转移模式仍是一个争论不休的话题。在本研究中,我们对典型稻麦轮作系统中土壤-根茎-稻草-谷物连续体中七种 PTE(砷、镉、铬、铜、镍、铅和锌)的风险流进行了全面调查。共对 72 个样本进行了实验室分析,其中包括完整的水稻和小麦植株以及配对的土壤样本。这些样本采集自中国高度工业化地区--长江三角洲(YRD)的九个耕地点。结果显示,土壤中的镉和铅含量超过了可接受的范围。此外,小麦籽粒中的镉、铬、镍、铅和锌含量以及大米籽粒中的镉含量都超过了食品安全标准。根据七种 PTE 在水稻和小麦的 "土壤-根-秸秆-谷粒 "连续体中的表现,可将其分为三类:(1)嗜硒元素铬和镍在小麦根部、秸秆和谷粒中的浓度高于水稻。(2) 亲铬元素镉、铜、锌和铅在水稻根系和秸秆中的含量高于小麦,但在水稻籽粒中的含量低于小麦。 (3) 类金属元素砷在水稻中的含量和吸收能力明显高于小麦。我们的研究结果表明,与水稻相比,小麦对 PTEs 的内部转移能力更强,从而导致小麦作物的污染水平更高,抗风险能力更低。这项研究为水稻和小麦种植区不同 PTEs 的农艺调节提供了见解。
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引用次数: 0
Geochemistry and U–Pb geochronology of detrital zircon grains in beach sediments from the northwestern gulf of Mexico, Tamaulipas, Mexico: Implication for provenance 墨西哥塔毛利帕斯州墨西哥湾西北部海滩沉积物中碎屑锆石颗粒的地球化学和 U-Pb 地球年代学:对产地的影响
IF 3.1 3区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-23 DOI: 10.1016/j.apgeochem.2024.106148
Mayank Shukla , Sanjeet K. Verma , Mayla A. Ramos-Vázquez , John S. Armstrong-Altrin , Sumit Mishra , Elson P. Oliveira , Eduardo González-Partida

The mineralogy, bulk geochemical composition, chemistry and U–Pb ages of detrital zircons in sediments from the La Pesca (LP) and Tesoro Altamira (TA) beaches, NW Gulf of Mexico are analyzed. The aim of this study is to infer the weathering history and provenance of sediments, and to identify the potential source terranes that are contributing sediments to the LP and TA beach areas. The beach sediments are rich in quartz and aluminosilicates. The Chemical Index of Weathering (CIW') and trace elements such as Th, Sr, U, and Ba reveal high weathering intensity for the LP and TA beach sediments. Major-element based diagrams and trace elemental ratios based on Co, Cr, Sc, La, and Th contents in sediments indicate felsic provenance, which is further supported by a negative europium anomaly and rare earth element (REE) patterns. The Th/U ratios (>0.3) together with positive cerium and negative europium anomalies of zircons in the LP and TA beaches indicate igneous origin. The comparison of zircon U–Pb ages of this study with ages reported from the adjacent terranes revealed that the Proterozoic (Paleoproterozoic: 1607.07–1943.45 Ma and Mesoproterozoic: 1021.19–1586.52 Ma) zircons are derived from the Oaxaquia, Mesa Central, Sierra Madre Oriental Provinces of Mexico and Mazatzal–Yavapai Province of the USA. On the other hand, Mesozoic (Jurassic 146.49–199.43 Ma and Cretaceous 68.46–136.82 Ma) and Cenozoic (Eocene 33.97–51.46 Ma and Oligocene 23.39–33.86 Ma) zircons are contributed by the Mexican volcanic rocks, Mesa Central and Sierra Madre Oriental Provinces in Mexico, and Mogollon-Datil Volcanic field and Colorado Plateau in USA. The rivers and their tributaries draining from the source areas are considered as a carrier and agent of distributing sediments along the northwestern Gulf of Mexico coastal areas, which are subsequently mixed by littoral currents.

本研究分析了墨西哥湾西北部 La Pesca(LP)和 Tesoro Altamira(TA)海滩沉积物中的碎屑锆石的矿物学、大块地球化学组成、化学和 U-Pb 年龄。这项研究的目的是推断沉积物的风化历史和来源,并确定为 LP 和 TA 海滩地区提供沉积物的潜在源地。海滩沉积物富含石英和铝硅酸盐。风化化学指数(CIW')和微量元素(如 Th、Sr、U 和 Ba)显示 LP 和 TA 海滩沉积物的风化强度很高。基于沉积物中 Co、Cr、Sc、La 和 Th 含量的主要元素图谱和微量元素比率表明,沉积物的成因为长英岩,负铕异常和稀土元素(REE)模式进一步证实了这一点。LP 海滩和 TA 海滩锆石的 Th/U 比值(0.3)以及正铈和负铕异常表明其来源于火成岩。将本研究的锆石U-Pb年龄与邻近地层报告的年龄进行比较后发现,原生代(古生代:1607.07-1943.45Ma和中生代:1021.19-1586.52Ma)锆石来自墨西哥的瓦克萨基亚省、中部梅萨省、东马德雷山脉省和美国的马扎扎尔-亚瓦派省。另一方面,中生代(侏罗纪 146.49-199.43 Ma 和白垩纪 68.46-136.82 Ma)和新生代(始新世 33.97-51.46 Ma 和渐新世 23.39-33.86 Ma)锆石则来自墨西哥火山岩、墨西哥中部梅萨省和东方马德雷山脉省以及美国莫格隆-达蒂尔火山带和科罗拉多高原。从源头地区排出的河流及其支流被认为是沿墨西哥湾西北部沿海地区沉积物分布的载体和媒介,这些沉积物随后被沿岸流混合。
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引用次数: 0
Multivariate statistical analysis and bespoke deviation network modeling for geochemical anomaly detection of rare earth elements 用于稀土元素地球化学异常检测的多元统计分析和定制偏差网络模型
IF 3.1 3区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-22 DOI: 10.1016/j.apgeochem.2024.106146
Zijing Luo , Ehsan Farahbakhsh , R. Dietmar Müller , Renguang Zuo

Rare earth elements (REEs), a significant subset of critical minerals, play an indispensable role in modern society and are regarded as “industrial vitamins,” making them crucial for global sustainability. Geochemical survey data proves highly effective in delineating metallic mineral prospects. Separating geochemical anomalies associated with specific types of mineralization from the background reflecting geological processes has long been a significant subject in exploration geochemistry. The processing of high-dimensional, non-linear geochemical survey data necessitates a systematic framework to address common issues, including missing values, the closure effect, the selection of appropriate multivariate analysis methods, and anomaly detection techniques in order to detect geochemical anomalies associated with mineral occurrences. The Curnamona Province in South Australia is considered an emerging REE province with significant REE mineralization potential. In this study, we use data from this region to evaluate the performance of a novel machine learning-based framework that incorporates data pre-processing, multivariate statistical analysis, and anomaly recognition to address challenges such as missing data, noise interference, data imbalance and high non-linearity. We utilize lithogeochemical data to map potential greenfield regions of REE mineralization. The primary advantages of our framework lie in its provision of an effective random forest-based data imputation method, utilization of isometric log-ratio transformation to eliminate the closure effect, and reduction of the impact of outliers on data interpretation through robust principal component analysis. Additionally, the framework utilizes a deviation network to learn anomaly scores from complex, non-linear data under imbalanced data conditions, identifying geochemical anomalies associated with REE occurrences by leveraging prior knowledge rather than those caused by data noise or anthropogenic factors. The anomalous areas identified by this framework delineate all known REE deposits and extend to the surrounding regions. Furthermore, a close spatial coupling relationship exists between these strongly anomalous areas and the felsic granite intrusions. The comprehensive workflow for processing geochemical data proposed in this study can effectively address common challenges in the geochemical exploration of critical minerals. The identified geochemical anomalies can provide important clues for subsequent exploration.

稀土元素(REEs)是关键矿物的一个重要分支,在现代社会中发挥着不可或缺的作用,被视为 "工业维生素",对全球可持续发展至关重要。事实证明,地球化学勘测数据在划分金属矿产前景方面非常有效。将与特定矿化类型相关的地球化学异常从反映地质过程的背景中分离出来,一直以来都是勘探地球化学的一个重要课题。处理高维、非线性地球化学勘测数据需要一个系统的框架来解决常见问题,包括缺失值、闭合效应、选择适当的多元分析方法和异常检测技术,以便发现与矿点相关的地球化学异常。南澳大利亚的库纳莫纳省被认为是一个新兴的 REE 省,具有巨大的 REE 成矿潜力。在本研究中,我们利用该地区的数据评估了基于机器学习的新型框架的性能,该框架将数据预处理、多元统计分析和异常识别结合在一起,以应对数据缺失、噪声干扰、数据不平衡和高度非线性等挑战。我们利用岩石地球化学数据来绘制潜在的绿地 REE 矿化区域图。我们的框架的主要优势在于提供了一种有效的基于随机森林的数据估算方法,利用等距对数比率转换消除闭合效应,并通过稳健的主成分分析减少异常值对数据解释的影响。此外,该框架还利用偏差网络在不平衡数据条件下从复杂的非线性数据中学习异常评分,通过利用先验知识而不是数据噪声或人为因素造成的异常,来识别与 REE 矿点相关的地球化学异常。该框架确定的异常区域划定了所有已知的 REE 矿床,并延伸至周边地区。此外,这些强烈异常区域与长花岗岩侵入体之间存在密切的空间耦合关系。本研究提出的处理地球化学数据的综合工作流程可有效解决关键矿物地球化学勘探中的常见难题。确定的地球化学异常可为后续勘探提供重要线索。
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引用次数: 0
Thermally induced release and generation of CO2 and C1–C4 hydrocarbons in Opalinus Clay from Mont Terri (Switzerland) 特里山(瑞士)奥帕林纳斯粘土中二氧化碳和 C1-C4 碳氢化合物的热诱导释放和生成
IF 3.1 3区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-21 DOI: 10.1016/j.apgeochem.2024.106147
Oliver Helten , Wolfgang Bach , Kai-Uwe Hinrichs , Christian Ostertag-Henning

Claystone formations are candidate host rocks for high-level heat-emitting nuclear waste (HLW). Temperatures from 90 to 150 °C at the canister surface are discussed internationally as potential emplacement and storage conditions. The thermal energy emitted from waste containers will be transported into the host rock formation, accelerating chemical reactions including the release of sorbed and dissolved gases and the generation of new gases. This study investigated gas release and generation in Opalinus Clay from Mont Terri (Switzerland) at elevated temperature and pressure conditions relevant for HLW storage and beyond. Hydrous pyrolysis experiments were conducted in Dickson-type flexible gold-titanium reaction cells and gold capsules in the temperature range of 80–345 °C and at 20 MPa. CO2(g) was the predominant product, followed by C1–C4 hydrocarbons, which decrease in abundance with increasing carbon atom number. Neither CO nor H2S was detected. H2 was generated only in high temperature experiments at 315 °C and 345 °C, respectively. A combination of CO2(g) quantification, stable carbon isotopic composition data, thermodynamic calculations and aqueous fluid composition (dissolved ions, pH) demonstrated that ≥80 % of the measured CO2(g) originated from carbonate mineral dissolution. The model calculations also suggest that the fraction of CO2(aq) in DIC increases from ∼50 % at 80 °C to nearly 100 % at higher temperatures. Thermal transformation of organic matter represented an additional source for CO2(g) and was the predominant process yielding the C1–C4 hydrocarbons. Our findings stress the importance of quantitative geochemical data for the safety assessment of potential host rocks for HLW storage. We demonstrated that two sources are involved in gas release and generation at temperatures relevant for HLW storage, e.g., in the Opalinus Clay – organic matter and carbonate minerals. Our data will contribute to numerical modelling studies and the refinement of feature, events, and processes (FEP) catalogues.

粘土岩层是高放热核废料(HLW)的候选宿主岩。国际上讨论将容器表面 90 ℃ 至 150 ℃ 的温度作为潜在的放置和储存条件。废物容器释放的热能将被输送到主岩层中,加速化学反应,包括吸附和溶解气体的释放以及新气体的生成。本研究调查了特里山(瑞士)的奥帕里努斯粘土在高温高压条件下的气体释放和生成情况,这些条件与 HLW 储存及其他情况相关。在温度范围为 80-345 °C、压力为 20 兆帕的条件下,在迪克森型柔性金-钛反应池和金胶囊中进行了水热解实验。主要产物是 CO2(g),其次是 C1-C4 碳氢化合物,其丰度随碳原子数的增加而降低。没有检测到 CO 或 H2S。只有在 315 °C 和 345 °C 的高温实验中分别产生了 H2。二氧化碳(g)定量、稳定碳同位素组成数据、热力学计算和水流组成(溶解离子、pH 值)相结合,证明测量到的二氧化碳(g)中有≥80% 来自碳酸盐矿物溶解。模型计算还表明,DIC 中二氧化碳(aq)的比例从 80 °C 时的∼50% 增加到更高温度时的近 100%。有机物的热转化是二氧化碳(g)的另一个来源,也是产生 C1-C4 碳氢化合物的主要过程。我们的研究结果强调了定量地球化学数据对于潜在的 HLW 储存主岩安全评估的重要性。我们证明,在与 HLW 储存相关的温度下,例如在 Opalinus 粘土中,气体的释放和生成有两个来源--有机物和碳酸盐矿物。我们的数据将有助于数值建模研究和完善特征、事件和过程(FEP)目录。
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引用次数: 0
Germanium and its isotopes as indicators of hydrogeochemical conditions in a terrestrial geothermal system (Karkonosze granitoid, Sudetes, Poland) 锗及其同位素作为陆地地热系统(波兰苏台德地区 Karkonosze 花岗岩)水文地球化学条件的指标
IF 3.1 3区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-20 DOI: 10.1016/j.apgeochem.2024.106138
Dariusz Dobrzyński , Jakub Karasiński , Klaudia Tetfejer , Andrii Tupys , Ewa Słaby , Marcin Stępień

The germanium content and its isotope ratio in thermal waters, aquifer rocks and main silicate minerals in a terrestrial groundwater system located in a granitic pluton (Karkonosze granitoid, Sudetes, Poland) have been investigated. This is the first extensive Ge isotope study carried out in both groundwater and aquifer rocks to better understand previously the identified enrichment of groundwater relative to rocks. This research also provides the first data on δ74/70Ge for hybrid acid rocks formed by mixing magmas from two different sources (mantle- and crustal-derived) and main silicate minerals. The Ge isotopic composition in different facies of granite (porphyritic, equigranular) is comparable (δ74/70Ge of 0.43–1.23‰) to its hybrid rocks (quartz diorite–granodiorite, microgranular magmatic enclaves, composite dykes) – 0.79–1.27‰. However, the range of variability of this feature is quite wide. The minerals have δ74/70Ge values of 1.01–1.04‰ in quartz, 0.84–0.90‰ in alkali feldspars, 0.76–0.88‰ in plagioclase, and 0.36–0.39‰ in biotite. The thermal waters are enriched in heavy Ge isotopes (δ74/70Ge of 1.21–2.78‰) relative to the aquifer rocks (δ74/70Ge of 0.43–1.27‰). Currently, the most likely explanation for this is the influence of secondary mineral phases formed in the geothermal granitic system. This comprises the preferential incorporation and adsorption of light Ge isotopes in/onto iron oxide/hydroxides and clay minerals. The other theoretical explanation, i.e., sulfide formation, is unlikely due to the unfavourable hydrogeochemical conditions in the studied system. The δ74/70Ge values of thermal waters are similar to those of previously studied continental geothermal waters (1.65–3.29‰; Siebert et al., 2011) and fresh groundwater (2.24–4.02‰; Baronas et al., 2020), confirming that groundwater enrichment in heavy Ge isotopes relative to aquifer rocks may be widespread in the upper continental crust. Variation in the isotopic composition of the studied thermal waters is a result of the aquifer rock mineralogy and, in some cases, mixing of the old deep-circulating thermal water with the shallow modern cold groundwater. The general similarities in the chemical composition of the studied waters are due to the influence of porphyritic granite, which is the dominant rock type in this aquifer system. Some differences in chemical composition, including differences in the Ge isotopic composition, are related to the local distribution of hybrid rocks and sulfides. The δ74/70Ge and Ge/Si ratios have been shown to be sensitive indicators of local hydrogeochemical conditions in an alimentation zone and a near-borehole zone of particular water intakes.

研究人员对位于花岗岩岩体(波兰苏台德地区的 Karkonosze 花岗岩)中的陆地地下水系统中的热水、含水层岩石和主要硅酸盐矿物中的锗含量及其同位素比率进行了调查。这是首次对地下水和含水层岩石进行广泛的 Ge 同位素研究,目的是更好地了解以前确定的地下水相对于岩石的富集情况。这项研究还首次提供了由两种不同来源(地幔和地壳来源)的岩浆和主要硅酸盐矿物混合形成的混合酸性岩的δ74/70Ge数据。不同岩相花岗岩(斑岩、等晶岩)中的 Ge 同位素组成(δ74/70Ge 为 0.43-1.23‰)与其混合岩(石英闪长岩-花岗闪长岩、微晶岩浆飞地、复合岩堤)中的 Ge 同位素组成--0.79-1.27‰相当。然而,这一特征的变化范围相当大。矿物的δ74/70Ge值在石英中为1.01-1.04‰,在碱性长石中为0.84-0.90‰,在斜长石中为0.76-0.88‰,在斜长石中为0.36-0.39‰。相对于含水层岩石(δ74/70Ge 为 0.43-1.27‰),热水域富含重 Ge 同位素(δ74/70Ge 为 1.21-2.78‰)。目前,最有可能的解释是地热花岗岩系统中形成的次生矿物相的影响。这包括轻 Ge 同位素在铁氧化物/氢氧化物和粘土矿物中的优先结合和吸附。另一种理论解释,即硫化物的形成,由于所研究系统中不利的水文地球化学条件而不太可能。热水域的 δ74/70Ge 值与之前研究的大陆地热水域(1.65-3.29‰;Siebert 等人,2011 年)和淡水地下水(2.24-4.02‰;Baronas 等人,2020 年)的δ74/70Ge 值相似,这证实了相对于含水层岩石而言,地下水富含重 Ge 同位素的现象在大陆上地壳可能很普遍。所研究的热敏水同位素组成的变化是含水层岩石矿物学的结果,在某些情况下,也是古老的深层循环热敏水与浅层现代冷地下水混合的结果。研究水体化学成分的普遍相似性是由于斑状花岗岩的影响,斑状花岗岩是该含水层系统的主要岩石类型。化学成分的一些差异,包括 Ge 同位素组成的差异,与当地杂岩和硫化物的分布有关。δ74/70Ge和Ge/Si比值已被证明是特定取水口沉积区和近钻孔区当地水文地质化学条件的敏感指标。
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引用次数: 0
Geochemical anomaly separation based on geology, geostatistics, compositional data and local singularity analyses: A case study from the kuh panj copper deposit, Iran 基于地质学、地质统计学、成分数据和局部奇异性分析的地球化学异常分离:伊朗 kuh panj 铜矿床案例研究
IF 3.1 3区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-20 DOI: 10.1016/j.apgeochem.2024.106135
Mohammad Hossein Aghahadi , Golnaz Jozanikohan , Omid Asghari , Sajjad Talesh Hosseini , Xavier Emery , Mohammadali Rezaei

This study combines geochemical anomaly separation with geostatistical approaches and compositional data analysis. To have a reasonable model for abnormal areas, suggesting the optimal drilling coordinates, one needs to consider some effective geological controllers on the mineralization such as lithology, alteration, and tectonic processes. The lithogeochemical samples at 608 locations were processed from the copper porphyry mineralization area of Kuh Panj, Iran, to illustrate the proposed approach. The heterogeneity of rock type domains was detected using contact analysis. Based on this, plurigaussian simulation made it possible to model the uneconomic dykes of the area. Copper-molybdenum grades and filler as geochemical components were transformed into multivariate normal data using isometric logarithmic ratio-flow anamorphosis. Hierarchical rock type-grade simulation reproduced the grade behavior at hard rock type boundaries. Selection of a dense and regular simulation grid minimized the smoothing effect caused by interpolation of the singularity index values. Finally, unsupervised machine learning identified the anomaly zone by clustering the results of the singularity analysis. Validation using drilling data and the geological map shows that the anomaly separation, considering the geological conditions and the compositional nature of the geochemical data, can provide a reliable model of the geochemical anomalies in the Kuh Panj deposit.

本研究将地球化学异常分离与地质统计方法和成分数据分析相结合。要为异常区域建立一个合理的模型,提出最佳钻探坐标,需要考虑矿化的一些有效地质控制因素,如岩性、蚀变和构造过程。伊朗 Kuh Panj 斑岩铜矿化区处理了 608 个地点的岩石地球化学样本,以说明所建议的方法。利用接触分析检测了岩石类型域的异质性。在此基础上,通过多高斯模拟对该地区的非经济堤坝进行建模。铜钼品位和充填物作为地球化学成分,利用等距对数比流变形法转化为多元正态数据。分层岩石类型-品位模拟再现了硬岩类型边界的品位行为。选择密集而规则的模拟网格可将奇异指数值插值引起的平滑效应降至最低。最后,通过对奇异性分析结果进行聚类,无监督机器学习确定了异常区。利用钻井数据和地质图进行的验证表明,考虑到地质条件和地球化学数据的组成性质,异常区的分离可以为 Kuh Panj 矿床的地球化学异常提供一个可靠的模型。
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引用次数: 0
Gluconate and formate uptake by hydrated cement phases 水合水泥相对葡萄糖酸盐和甲酸盐的吸收
IF 3.1 3区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-20 DOI: 10.1016/j.apgeochem.2024.106145
Rosa Ester Guidone , Xavier Gaona , Marcus Altmaier , Barbara Lothenbach

The uptake of formate and gluconate by C–S–H, AFm phases, ettringite and hydrated Portland cement (PC) was studied at pH 13 by batch sorption experiments. The formation of gluconate and formate-AFm phases was observed in pure systems, but not in hydrated cement. Gluconate sorbs more strongly on AFm phases and ettringite than formate. Higher calcium concentrations increase the gluconate sorption on C–S–H and hydrated Portland cements due the formation of Ca-gluconate surface complexes on C–S–H. Measured Rd values for gluconate sorption on C–S–H increase from 2.0 dm3‧kg−1 for C–S–H with Ca/Si = 0.8 to 34 dm3‧kg−1 for Ca/Si = 1.4 at pH 13. They are a factor 5 to 10 higher at lower pH values, and higher Ca-concentrations. Calcium concentration does not significantly affect the uptake of formate by C–S–H. Formate sorbs on hydrated PC with Rd values in the range of 3–33 dm3‧kg−1.

通过分批吸附实验研究了在 pH 值为 13 时 C-S-H、AFm 相、乙特林岩和水合波特兰水泥(PC)对甲酸盐和葡萄糖酸盐的吸收情况。在纯系统中观察到葡萄糖酸盐和甲酸盐-AFm 相的形成,但在水合水泥中没有观察到。与甲酸盐相比,葡萄糖酸盐在 AFm 相和乙曲石上的吸附力更强。钙浓度越高,葡萄糖酸盐在 C-S-H 和水化波特兰水泥上的吸附越强,这是因为 C-S-H 上形成了钙-葡萄糖酸盐表面复合物。在 pH 值为 13 时,葡萄糖酸盐在 C-S-H 上吸附的实测 Rd 值从 Ca/Si = 0.8 的 C-S-H 的 2.0 dm3‧kg-1 增加到 Ca/Si = 1.4 的 34 dm3‧kg-1。在 pH 值较低和钙浓度较高的情况下,它们要高出 5 到 10 倍。钙浓度对 C-S-H 吸收甲酸盐的影响不大。甲酸盐吸附在水合 PC 上的 Rd 值范围为 3-33 dm3‧kg-1。
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引用次数: 0
Geologically constrained unsupervised dual-branch deep learning algorithm for geochemical anomalies identification 用于识别地球化学异常的地质约束无监督双分支深度学习算法
IF 3.1 3区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-14 DOI: 10.1016/j.apgeochem.2024.106137
Ying Xu, Luyi Shi, Renguang Zuo

The identification of geochemical anomalies is crucial in mineral exploration. However, the limited sample size, high-dimensional features, and mixed geochemical information make identifying geochemical anomalies a significant challenge. Machine learning algorithms (MLAs), especially those with spatial and spectrum branches, have been proven to be a high efficiency tools for detecting geochemical anomalies related to mineralization. The spatial branch MLAs take two-dimensional images (pixel-patches) as input and mainly capture the spatial characteristics of geochemical patterns. The spectrum branch MLAs take one-dimensional sequence data (pixels) as input and mainly consider the elemental concentration and assemblies. Simultaneously considering the spatial patterns and geochemical concentrations of the geochemical survey data can mitigate geochemical concentration variations arising from objective factors and amplify subtle mineralization anomalies. This study proposes an unsupervised spatial-spectrum autoencoder (AE), namely dual-AE, which consists of a graph convolutional autoencoder (GCN-AE) and a long short-term memory network autoencoder (LSTM-AE) for geochemical anomalies identification. The spatial branch is constructed using the GCN-AE, which can effectively capture spatial geochemical patterns and extract spatial relationships between neighboring pixels. The spectrum branch consists of an LSTM-AE that can study geochemical elemental assemblies within a single pixel. A key ore-controlling factor was added into the dual-AE as a soft constraint to construct a geologically constrained dual-AE. A case study was conducted to recognize geochemical anomalies associated with iron polymetallic mineralization in Southwest Fujian Province, China. The obtained results demonstrated that (1) the unsupervised spatial-spectrum deep learning algorithm serves as a potent method for detecting geochemical anomalies related to mineralization, (2) the geologically constrained unsupervised spatial-spectrum dual-branch model can improve the accuracy and interpretability of geochemical anomaly identification, and (3) the identified anomalous areas can provide essential clues for further mineral exploration.

地球化学异常的识别在矿产勘探中至关重要。然而,有限的样本量、高维特征和混杂的地球化学信息使得识别地球化学异常成为一项重大挑战。事实证明,机器学习算法(MLA),尤其是具有空间和频谱分支的算法,是检测与矿化相关的地球化学异常的高效工具。空间分支 MLA 将二维图像(像素斑块)作为输入,主要捕捉地球化学模式的空间特征。频谱分支 MLA 以一维序列数据(像素)为输入,主要考虑元素浓度和组合。同时考虑地球化学勘查数据的空间模式和地球化学浓度,可以缓解客观因素引起的地球化学浓度变化,放大细微的成矿异常。本研究提出了一种用于地球化学异常识别的无监督空间谱自动编码器(AE),即 dual-AE,它由图卷积自动编码器(GCN-AE)和长短期记忆网络自动编码器(LSTM-AE)组成。空间分支由 GCN-AE 构建,可有效捕捉空间地球化学模式并提取相邻像素之间的空间关系。频谱分支由 LSTM-AE 组成,可研究单个像素内的地球化学元素组合。一个关键的矿石控制因素作为软约束被添加到双 AE 中,以构建地质约束双 AE。在中国福建省西南部开展了一项案例研究,以识别与铁多金属矿化相关的地球化学异常。研究结果表明:(1)无监督空间谱深度学习算法是探测与成矿相关的地球化学异常的有效方法;(2)地质约束的无监督空间谱双分支模型可提高地球化学异常识别的准确性和可解释性;(3)识别出的异常区域可为进一步的矿产勘探提供重要线索。
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引用次数: 0
Integrated experiments and numerical simulations for chromium (VI) surface complexation in natural unconsolidated sediments 天然未固结沉积物中铬(VI)表面络合的综合实验与数值模拟
IF 3.1 3区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-13 DOI: 10.1016/j.apgeochem.2024.106136
Yang Cao , Zhenxue Dai , Changsong Zhang , Lu Ding , Shangxian Yin , Mohamad Reza Soltanian

This study focuses on the adsorption and transport of Cr (VI) on natural sediments from Qiqihar, China. Through batch and column experiments, we assessed the adsorption capacities influenced by factors such as contact time, initial concentration, pH, ionic strength, solid-to-solution ratio, coexisting ions in groundwater, sediment characteristics and flow rate. The adsorption kinetics of Cr (VI) follow the pseudo-first-order model well, while the isotherms of all three sediments are accurately represented by the Freundlich model. The adsorption edges reveal a strong pH dependence in Cr (VI) adsorption: the stronger the acidity, the more favorable it is for adsorption. The adsorption capacity decreases with an increasing solid-to-solution ratio, stabilizing at higher ratios. Coexisting ions in groundwater reduce Cr (VI) adsorption in loam under neutral pH. Additionally, Fourier transform infrared spectroscopy (FTIR) results indicate that the hydroxyl group is the primary reactive functional group in all three sediments. X-ray photoelectron spectroscopy (XPS) results further show partial adsorbed Cr (VI) was reduced to Cr (III) by organic matters. However, surface complexation reactions dominate the removal of Cr (VI). On the base above, we introduced a surface complexation model, optimizing equilibrium complexation constants by fitting adsorption edges. Subsequently, reactive transport models incorporating both surface complexation and reduction processes for Cr (VI) were established to simulate column experiments. As the flow rate decreases, the adsorption capacity and the amount of reduction reaction for Cr (VI) increase, while the reduction rate decreases. Specifically, the reduction for Cr (VI) was found to be more significant in loam compared to sand, correlating with the organic matter content. The results emphasize the existence of surface complexation reactions and the role of organic matters in electron transfer. Our study provides significant information for understanding Cr (VI) adsorption and transport behavior in natural aquifer sediments.

本研究的重点是中国齐齐哈尔天然沉积物对六价铬的吸附和迁移。通过批次和柱实验,评估了接触时间、初始浓度、pH 值、离子强度、固溶比、地下水中共存离子、沉积物特征和流速等因素对吸附能力的影响。Cr (VI) 的吸附动力学很好地遵循了伪一阶模型,而三种沉积物的等温线都准确地反映了 Freundlich 模型。吸附边缘显示,Cr(VI)的吸附与 pH 值密切相关:酸性越强,越有利于吸附。吸附容量随着固溶比的增加而降低,在固溶比较高时趋于稳定。在中性 pH 值条件下,地下水中并存的离子会降低壤土对 Cr (VI) 的吸附。此外,傅立叶变换红外光谱(FTIR)结果表明,羟基是这三种沉积物中的主要活性官能团。X 射线光电子能谱(XPS)结果进一步表明,部分吸附的六(Cr)被有机物还原成了三(Cr)。然而,表面络合反应在去除六价铬的过程中占主导地位。在此基础上,我们引入了表面络合模型,通过拟合吸附边缘来优化平衡络合常数。随后,我们建立了包含六价铬表面络合和还原过程的反应迁移模型,以模拟柱实验。随着流速的降低,六价铬的吸附容量和还原反应量增加,而还原率降低。具体而言,与砂土相比,壤土对 Cr (VI) 的还原作用更为显著,这与有机物含量有关。研究结果强调了表面络合反应的存在以及有机物在电子传递中的作用。我们的研究为了解天然含水层沉积物中六价铬的吸附和迁移行为提供了重要信息。
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引用次数: 0
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Applied Geochemistry
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