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Syn- and Postdepositional Controls on the Composition of Pyrite and Pyrrhotite in the Windy Craggy Cu-Co Volcanogenic Massive Sulfide Deposit, British Columbia, Canada 加拿大不列颠哥伦比亚省Windy褶皱Cu-Co火山块状硫化物矿床中黄铁矿和磁黄铁矿组成的沉积前后控制
IF 5.8 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-10-01 DOI: 10.5382/econgeo.5181
Tarryn K. Cawood, Jan M. Peter, Duane C. Petts, Matthew J. Polivchuk
Pyrite and pyrrhotite from the Windy Craggy volcanogenic massive sulfide (VMS) deposit, British Columbia, Canada, were investigated using combined in situ compositional mapping (by laser ablation-inductively coupled plasma-mass spectrometry [LA-ICP-MS]) and microstructural mapping (by electron backscatter diffraction [EBSD]) to elucidate how their compositions were affected by hydrothermal processes and subsequent deformation and metamorphism. Early pyrite was precipitated rapidly from cool (<250°C) hydrothermal fluids with a significant seawater component and incorporated substantial quantities of a wide variety of trace elements, including the low-temperature suite As-Ag-Sb-Au-Tl-Pb. As the hydrothermal system evolved, this early pyrite was overgrown during subseafloor zone refining and replaced by massive pyrrhotite-chalcopyrite-pyrite mineralization containing Co-Ni-Cu-Se-Mo-Bi, under high-temperature (~350°–380°C), reducing conditions. During deformation and metamorphism at greenschist facies conditions (≥370°C), pyrrhotite was mechanically remobilized by dislocation creep and dynamic recrystallization, expelling elements hosted in mineral inclusions (Cu, Mo, Ag, Sb, Pb, and Bi) but largely retaining direct, stoichiometric substitution elements (Co, Ni, and Se). Pyrite is more competent than pyrrhotite, but local dynamic recrystallization did occur and similarly expelled most elements incorporated by coupled substitution or in inclusions (Cu, Zn, Mo, Ag, Sn, Sb, some Te, Au, Tl, Pb, and Bi), while retaining direct substitution elements (Co, As, Se, and some Te). Synmetamorphic phases, like pyrite overgrowths and minor cobaltite, are distinctly Co and As rich. Within the Windy Craggy deposit, significant variations exist in pyrite and pyrrhotite trace element compositions, reflecting both syn- and postdepositional processes. In general, low-temperature elements are present in sulfide mineral inclusions or as coupled substitutions and may be positive indicators of proximity to hydrothermal mineralization, but they are readily remobilized during hydrothermal, metamorphic, or deformational sulfide modifications. Several high-temperature elements are incorporated tightly into the crystal lattice of pyrite and pyrrhotite and are thus better retained through such modifications.
对加拿大不列颠哥伦比亚省Windy Craggy火山块状硫化物(VMS)矿床中的黄铁矿和磁黄铁矿进行了原位成分作图(激光烧蚀-电感耦合等离子体质谱[LA-ICP-MS])和显微结构作图(电子背散射衍射[EBSD]),以阐明其成分如何受到热液过程及其随后的变形和变质作用的影响。早期黄铁矿是从含有大量海水成分的低温热液(<250°C)中快速析出的,并含有大量各种微量元素,包括低温组As-Ag-Sb-Au-Tl-Pb。在高温(~350°~ 380°C)还原条件下,早期黄铁矿在海底精炼过程中过度生长,被含Co-Ni-Cu-Se-Mo-Bi的块状磁黄铁矿-黄铜矿成矿所取代。在绿片岩相条件下(≥370°C)的变形和变质过程中,磁黄铁矿通过位错蠕变和动态再结晶进行机械再活化,排出矿物包裹体中的元素(Cu、Mo、Ag、Sb、Pb和Bi),但大部分保留了直接的化学取代元素(Co、Ni和Se)。黄铁矿比磁黄铁矿更强,但也发生了局部动态再结晶,并同样排出了通过偶联取代或包裹体中的大部分元素(Cu、Zn、Mo、Ag、Sn、Sb,部分Te、Au、Tl、Pb和Bi),同时保留了直接取代元素(Co、As、Se和部分Te)。同变质相,如黄铁矿过度生长和少量钴矿,明显富含Co和As。在Windy Craggy矿床中,黄铁矿和磁黄铁矿的微量元素组成变化明显,反映了沉积前后的过程。一般来说,低温元素存在于硫化物矿物包裹体中或以偶联取代形式存在,可能是热液矿化的积极标志,但它们在热液、变质或变形硫化物修饰过程中很容易再活化。几种高温元素被紧密地结合到黄铁矿和磁黄铁矿的晶格中,从而通过这种改性得到更好的保留。
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引用次数: 0
Fertility Assessment of Tectono-Magmatic Cycles in the Tres Cerrillos Prospect (Western Cordillera of Ecuador) 厄瓜多尔西科迪勒拉地区Tres Cerrillos远景区构造-岩浆旋回肥力评价
IF 5.8 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-10-01 DOI: 10.5382/econgeo.5180
Hugo Carrasco, Massimo Chiaradia, Kalin Kouzmanov, Alexey Ulianov, Richard Spikings, Carlos Urrutia, Sergio Cubelli, Carolina Rodríguez, Angelo Aguilar, Juan Jaramillo, Hugo Narvaez, Yorki Patiño, Sergio Pichott
This study explores the mineralizing potential and the magmatic controls of Miocene-Pliocene magmas in the Western Cordillera of Ecuador, evaluating the temporal evolution and petrogenesis of magmas associated with multiple porphyry Cu systems at the Tres Cerrillos prospect. Within the prospect, four distinct magmatic cycles at ~11, ~10.6, ~8.7, and ~2.7 Ma were identified, spanning the mid-Miocene to Pliocene. Petrographic, geochemical, and geochronological data reveal a transition from barren to fertile behavior within each cycle, marked by ramp-ups in key geochemical fertility proxies (Sr/Y, V/Sc, La/Yb, Dy/Yb, Zr/Y, and (EuN/Eu*)/YbN). These fertile magmatic signatures are associated with magmas evolving at high-pressure and high-H2O conditions in the lower crust, leading to amphibole and garnet fractionation. Assimilation-fractional crystallization modeling of rare-earth elements indicates a high degree of assimilation of the oceanic Pallatanga basement during the evolution of the Tres Cerrillos magmas. All magmatic cycles have a duration of ~0.5 Ma; however, potentially longer ramp-up periods in fertility proxies, evidenced by inherited zircons and 40Ar/39Ar geochronology, place the Cielito and El Pantanal targets as the most prospective at Tres Cerrillos. A long-lived ramp-up of fertility indicators is considered a hallmark of supergiant porphyry copper deposits. Exhumation phases (~15–13, ~10–9, and ~6–5 Ma) related to periods of increased compression in Ecuador precede the onset of the magmatic cycles. These compressional phases could have favored magma storage and differentiation at deep crustal levels before magmas were transferred to upper crustal reservoirs under more neutral stress conditions. The transition from a compressional to a more neutral tectonic stress regime could have been modulated by the oblique subduction of the topographically irregular Carnegie Ridge beneath the Ecuadorian continental margin, which highlights the importance of subduction dynamics in the formation of porphyry copper deposits.
本文探讨了厄瓜多尔西部科迪勒拉中新世-上新世岩浆的成矿潜力和岩浆控制作用,评价了特雷斯塞里洛斯远景区与多斑岩铜系统相关的岩浆的时间演化和岩石成因。该区在~11、~10.6、~8.7、~2.7 Ma发育了中中新世至上新世4个明显的岩浆旋回。岩石学、地球化学和年代学数据显示,在每个旋回中,地球化学肥力指标(Sr/Y、V/Sc、La/Yb、Dy/Yb、Zr/Y和(EuN/Eu*)/YbN)均呈上升趋势,从贫瘠向肥沃转变。这些丰富的岩浆特征与下地壳高压和高水条件下的岩浆演化有关,导致角闪洞和石榴石分馏。稀土元素同化-分级结晶模拟表明,在特雷斯塞里洛斯岩浆演化过程中,海洋帕拉坦加基底受到了高度同化作用。所有岩浆旋回的持续时间为~0.5 Ma;然而,根据继承的锆石和40Ar/39Ar的地质年代学,生育指标可能会有更长的上升周期,这表明Cielito和El Pantanal目标是Tres Cerrillos最有前景的目标。生育指标的长期上升被认为是超大型斑岩铜矿的标志。挖掘阶段(~ 15-13、~ 10-9和~ 6-5 Ma)与厄瓜多尔岩浆旋回开始前的压缩期有关。这些挤压相可能有利于岩浆在地壳深处的储存和分异,然后岩浆在更中性的应力条件下转移到地壳上层储层。厄瓜多尔大陆边缘下地形不规则的卡耐基山脊的斜向俯冲可能调节了从挤压构造应力到更中性构造应力的转变,这突出了俯冲动力学在斑岩铜矿形成中的重要性。
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引用次数: 0
The Interpretation of Pyrite Laser Ablation-Inductively Coupled Plasma-Mass Spectrometry Maps Using Machine Learning: A Case Study of the Colosseum Au Deposit, Southern California 利用机器学习解释黄铁矿激光烧蚀-电感耦合等离子体质谱图:以南加州Colosseum金矿为例
IF 5.8 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-09-26 DOI: 10.5382/econgeo.5172
Nelson Román, Daniel D. Gregory, Simon E. Jackson, Jean-Luc Pilote, Duane C. Petts
This study explores the application of machine learning techniques for an enhanced interpretation of pyrite laser ablation-inductively coupled plasma-mass spectrometry (LA-ICP-MS) maps. The Colosseum Au deposit, in southern California, was considered as a case study. Colosseum is genetically related to a rhyolitic breccia-pipe complex, where Au mineralization is associated with two main pyrite generations—early pyrite and late pyrite. Our machine learning workflow involves the detection of distinct compositional zones in individual maps through unsupervised clustering, and a second clustering step where these zones are grouped by compositional similarity, enabling the direct comparison between different maps and providing a compositional overview of pyrite representative of the various styles of mineralization present in the deposit. Clustering of individual maps correctly differentiated between distinct growth zones in early pyrite, fractures that crosscut early pyrite growth, and zones of late pyrite growth, matching petrographic observation. All the zones detected by this first step, in turn, were classified into two compositionally distinct groups and a third transitional group, enabling the direct comparison between maps while keeping petrographic consistency. For Colosseum, our approach revealed that (1) Au is more abundant in late pyrite than early pyrite, but significant amounts can be found in both generations and in both Colosseum mineralized breccia pipes; (2) the transition from early to late pyrite is represented by a change from a Co-Ni-Te–rich end member to a Cu-Ag-Zn-Sb-Tl–rich end member; and (3) Au is directly correlated with As in both pyrite generations.
本研究探讨了机器学习技术在黄铁矿激光烧蚀-电感耦合等离子体质谱(LA-ICP-MS)图谱的增强解释中的应用。位于南加州的Colosseum金矿被认为是一个研究案例。该矿床与流纹岩角砾岩-管杂岩有关,金成矿与早黄铁矿和晚黄铁矿两代主要黄铁矿有关。我们的机器学习工作流程包括通过无监督聚类来检测单个图中的不同成分区域,并在第二个聚类步骤中根据成分相似性对这些区域进行分组,从而实现不同图之间的直接比较,并提供代表矿床中存在的各种矿化风格的黄铁矿的成分概述。单个图的聚类正确区分了不同的早期黄铁矿生长带、横切早期黄铁矿生长的裂缝和晚期黄铁矿生长带,与岩石学观察相吻合。第一步检测到的所有带依次被划分为两个成分不同的组和第三个过渡组,使地图之间能够直接比较,同时保持岩石学的一致性。对于Colosseum,我们的方法显示:(1)金在晚期黄铁矿中比早期黄铁矿更丰富,但在两代和两个Colosseum矿化角砾岩管中都可以发现大量的金;(2)黄铁矿由富co - ni - te端元转变为富cu - ag - zn - sb - tl端元;(3)两代黄铁矿中Au与As直接相关。
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引用次数: 0
Volcano-Sedimentary Lithium Occurrences in Barstow, California, and Their Related Formation Mechanisms Determined by Stable Isotope Analyses of Carbonates and Clays 加州Barstow火山-沉积锂矿床及其相关形成机制由碳酸盐和粘土稳定同位素分析确定
IF 5.8 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-09-23 DOI: 10.5382/econgeo.5174
Catherine A. Gagnon, Kristina L. Butler, Kevin Robertson, Christopher Emproto, Phil Gans, Ryan Eden, Daniel E. Ibarra, Thomas R. Benson
The production of lithium (Li) from underexplored volcano-sedimentary Li deposits could increase the Li stockpile for the future while diversifying the available sources of Li needed for the energy transition. Here, we investigate the occurrence, distribution, and potential enrichment mechanisms for recently discovered Li-rich mudstones within the Miocene Barstow Formation in the Mojave Desert of California. Bulk mudstone Li concentrations from the Barstow Formation range from 20 to 2,500 ppm, and the most enriched samples correspond to a greater proportion of smectite relative to illite, chlorite, and kaolinite. The Li-enriched mudstones tend to contain analcime, calcite, dolomite, and feldspar. Bulk mudstone Li concentrations covary with the oxygen isotope composition of the carbonate phases (δ18Ocarb; 17–35‰ Vienna standard mean ocean water). Smectite δ18O values mirror paired carbonate trends and contain an evaporitic slope in δ18O-δD space, suggesting both minerals formed from the same evaporatively enriched evolving water reservoir. Calculated smectite formation temperatures range from 17° to 51°C and carbonate clumped isotope formation temperatures range from 15° to 50°C, suggesting low-temperature processes drive Li enrichment. The combined geochemical and stable isotope results suggest that between 19 and 13 Ma, evaporation of ephemeral underfilled to perennial balance-filled lake waters led to the Li enrichment of pore waters and subsequent Li smectite authigenesis. We speculate the primary source of Li to ancient lake/pore waters came from the weathering of glassy volcanic ash shards to the lake and aqueous Li weathered from coeval felsic volcanic rocks in and around the Barstow basin. Evidence for Li-rich hydrothermal contributions to lake/pore waters is minor. Our study suggests that other deposits set in nearby extensional regimes may have had similar paleoenvironmental controls surrounding the formation of authigenic, Li-rich smectite.
从未开发的火山-沉积锂矿床中生产锂(Li)可以增加未来的锂储量,同时使能源转型所需的可用锂来源多样化。本文研究了加州莫哈韦沙漠中新世Barstow组中新世富锂泥岩的赋存、分布及其富集机制。Barstow组泥岩中Li的浓度在20 ~ 2500ppm之间,富集程度最高的样品中,蒙脱石的比例高于伊利石、绿泥石和高岭石。富锂泥岩多含钙石、方解石、白云石和长石。泥岩体积Li浓度随碳酸盐相氧同位素组成(δ18Ocarb; 17 ~ 35‰维也纳标准海水)的变化而变化。蒙脱石δ18O值反映成对的碳酸盐岩走向,δ18O-δD空间呈蒸发斜坡,表明两种矿物形成于同一蒸发富集演化储层。计算的蒙脱石形成温度为17 ~ 51℃,碳酸盐团块同位素形成温度为15 ~ 50℃,表明低温过程驱动Li富集。地球化学和稳定同位素的综合结果表明,在19 ~ 13 Ma期间,短暂的湖泊欠充水到常年平衡充水的蒸发作用导致孔隙水的Li富集和随后的Li蒙脱石自生。我们推测,古湖/孔隙水中Li的主要来源是玻璃状火山灰碎屑对湖泊的风化作用,以及同期长英质火山岩对湖/孔隙水中Li的风化作用。富锂热液对湖泊/孔隙水贡献的证据较少。我们的研究表明,其他位于附近伸展区的矿床可能具有类似的古环境控制,围绕自生富锂蒙脱石的形成。
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引用次数: 0
Mineral-Textural Characteristics of Lithium Pegmatite Ores of Western Australia 西澳大利亚锂伟晶岩矿石的矿物结构特征
IF 5.8 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-09-23 DOI: 10.5382/econgeo.5176
Martin A. Wells, Mark G. Aylmore, Brent I.A. McInnes, William D.A. Rickard, Kai Rankenburg
Mineralogical and geochemical characterization of some of the main lithium-cesium-tantalum (LCT) pegmatite intrusions of the Archaean Yilgarn and Pilbara cratons, Western Australia, was undertaken to establish the key parameters that distinguish these important Li-ion battery resources. The majority of Western Australia pegmatites investigated belong to one of three main complex subtypes: (1) spodumene—Greenbushes, Kathleen Valley, Dome North, Mount Marion; (2) petalite—Londonderry, Dome North; and (3) lepidolite—Sinclair cesium. Examples of less common pegmatite types included Mount Cattlin, Bald Hill, and Pilgangoora (albite-spodumene type) and the Dalgaranga pegmatite (albite type). Spodumene shows a near-stoichiometric LiAlSi2O6 composition with a Li2O content of ~8.0 wt %. Impurities of commercial importance, Fe (+ Mn) varied up to 1 to 1.2 wt % with Na (500–1,200 ppm), as the only other trace element of significance detected in spodumene. Structural deficiencies of Li on the M2 site in the pyroxene structure contribute to the susceptibility of spodumene to alteration and to the preferential removal of Li, relative to Al and Si, during postcrystallization, and hydrous alteration resulting in reduced Li contents of 5.50 to 5.84 wt % Li2O. Spodumene is universally affected by two key types of alteration: a less common, postcrystallization, pseudomorphic replacement of spodumene by a massive, dark-green-to-black, fine-grained, Li-bearing mica-chlorite (cookeite) assemblage (Mount Cattlin and Bald Hill pegmatites); and a more widespread alteration characterized by symplectitic assemblages of graphic-textured, spodumene-quartz intergrowth (SQUI) along the crystal margins of spodumene in contact with Na/K-feldspar. Related to the former alteration style is a pervasive, secondary sericite-like vein alteration, developed along internal fractures and cleavage planes of spodumene. In all cases, alteration leads to the loss of Li from spodumene, and, in relation to the pseudomorphic replacement and vein alteration, introduces significant K and lesser trace element impurities such as F, Mn, Fe, Mg, and Rb. Mineral-textural associations revealed a more coarsely textured but unrelated SQUI developed in the upper petalite zone at the Dome North deposit and in the Li zone in the Greenbushes pegmatite formed by the decomposition of precursive petalite (confirmed) and virgilite (inferred), respectively. Changes in mica (muscovite and lepidolite) composition followed well-correlated trends with Li wt % positively correlated with F wt % and Al/Si negatively correlated with the Li content. The K, Rb, and Cs composition systematics of mica in Western Australia and worldwide pegmatites indicate a complex fractionation mechanism than cannot be explained alone by simple Rayleigh fractionation, which may operate during pegmatite crystallization. A new zircon U-Pb age of 2631 ± 4 Ma for the Greenbushes pegmatite is older than the previously determined age 2527 Ma and
对西澳大利亚太古代Yilgarn和Pilbara克拉通中主要的锂-铯-钽(LCT)辉晶岩侵入体进行了矿物学和地球化学表征,以建立区分这些重要锂离子电池资源的关键参数。西澳大利亚大部分伟晶岩属于以下三种主要杂岩亚型之一:(1)锂辉石- greenbushes, Kathleen Valley, Dome North, Mount Marion;(2) petalite-Londonderry, Dome North;(3)锂云母-辛克莱铯。较不常见的伟晶岩类型包括Mount catlin、Bald Hill和Pilgangoora(钠长辉石型)和Dalgaranga伟晶岩(钠长辉石型)。锂辉石具有接近化学计量的LiAlSi2O6组成,Li2O含量为~8.0 wt %。具有商业重要性的杂质,铁(+ Mn)变化高达1 - 1.2 wt %,钠(500 - 1200 ppm)是在锂辉石中检测到的唯一其他重要微量元素。辉石结构中M2位点上Li的结构缺陷导致锂辉石易受蚀变的影响,并且在结晶过程中,相对于Al和Si, Li优先被去除,含水蚀变导致Li含量降低到5.50 ~ 5.84 wt % Li2O。锂辉石普遍受到两种主要蚀变的影响:一种不常见的、结晶后的、假晶型的锂辉石被块状的、深绿色到黑色的、细粒的、含锂的云母绿泥石(库克岩)组合(卡特林山和博尔德山伟晶岩)取代;以及更广泛的蚀变,其特征是在与Na/ k长石接触的锂辉石晶体边缘,呈现出图形织构、锂辉石-石英共生(SQUI)的复合组合。与前一种蚀变类型相关的是一种普遍的次生绢云母样脉蚀变,沿锂辉石内部裂缝和解理面发育。在所有情况下,蚀变导致锂辉石中Li的损失,并且,与伪晶替换和脉蚀变相关,引入了大量的K和较少的微量元素杂质,如F, Mn, Fe, Mg和Rb。矿物-结构组合表明,在Dome北矿床上部的花瓣岩带和在Greenbushes伟晶岩的Li带中分别发育了一个结构更粗糙但不相关的SQUI,这些伟晶岩分别由前花瓣岩(已证实)和virgilite(推断)分解形成。云母(白云母和云母)组成变化与Li wt %呈良好相关,与F wt %呈正相关,Al/Si与Li含量呈负相关。西澳大利亚和全球伟晶岩中云母的K、Rb和Cs组成系统表明,在伟晶岩的结晶过程中,可能存在着简单的瑞利分选不能解释的复杂分选机制。Greenbushes伟晶岩的锆石U-Pb年龄为2631±4 Ma,比先前确定的2527 Ma年龄更老,表明Greenbushes伟晶岩的侵位与伊尔甘克拉通的其他伟晶岩是同时期的,最大年龄范围约为2650 ~ 2620 Ma。据报道,Pilbara克拉通伟晶岩(如Wodgina和Pilgangoora)中Ta-Nb-Sn氧化物的Pb-Pb定年确定了一个2850 - 2830 Ma的侵位窗口,表明这些伟晶岩明显比Yilgarn克拉通伟晶岩更古老(约200 m.y)。皮尔甘古拉(Pilgangoora)玄武岩的U-Pb年龄较年轻(2629±13 Ma),与皮尔巴拉(Pilbara)克拉顿玄武岩的中太古代年龄相冲突,这是由于区域变形和变质作用导致的Pb损失,使锆石的同位素年龄更年轻。进一步的年代学研究有助于建立皮尔巴拉克拉通伟晶岩结晶的区域性、时代性框架。
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引用次数: 0
Using Machine Learning to Characterize the Genesis of Lithium-Bearing Sedimentary Rocks in the Western United States 利用机器学习表征美国西部含锂沉积岩的成因
IF 5.8 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-09-23 DOI: 10.5382/econgeo.5158
Rachel Hampton, Thomas R. Benson
The lithium used in batteries is currently sourced exclusively from high-altitude saline brines and pegmatites in orogenic metamorphic belts. In the coming years, lithium-bearing volcano-sedimentary deposits are expected to become an increasingly important source of lithium, with several volcano-sedimentary deposits under varying stages of development throughout the Basin and Range province (United States and Mexico) and Serbia. Foremost among these is the Thacker Pass project hosted in lacustrine moat sediments of the ~16.3 Ma McDermitt caldera, Nevada, United States. Because this type of deposit is critical to obtaining a secure domestic supply of lithium in the United States, we initiated a study on more than 50 basins in 21 states. Through observational field work, detailed sampling, and geochemical analyses on the stratigraphic sequences of interest, we created a database of over 1,500 samples characterizing sedimentary basins in the western United States to ascertain the occurrences and formation of volcano-sedimentary lithium deposits. We use multinomial logistic regression and principal component analysis in addition to basic statistical analysis to create a predictive model for lithium concentration utilizing key features of each basin. Basins containing economic (&gt;1,000 ppm) lithium are predominantly characterized by Miocene-aged, small (&lt;1,500 km2) closed lacustrine systems, with volcanic input, containing fine-grained clay material, often deposited under reducing conditions. The model can be used to predict the concentration of lithium in sedimentary databases without lithium data and can be applied as a modern tool for volcano-sedimentary lithium deposit exploration in basins globally.
目前用于电池的锂主要来源于造山变质带的高海拔盐水和伟晶岩。在未来几年,含锂火山沉积矿床预计将成为锂的重要来源,在盆地和山脉省(美国和墨西哥)和塞尔维亚,有几个火山沉积矿床处于不同的开发阶段。其中最重要的是位于美国内华达州~16.3 Ma McDermitt火山口湖护城河沉积物中的Thacker Pass项目。由于这种类型的矿床对美国国内获得安全的锂供应至关重要,我们对21个州的50多个盆地进行了研究。通过实地观测工作、详细取样和对感兴趣的地层序列的地球化学分析,我们创建了一个包含1500多个样品的数据库,这些样品表征了美国西部沉积盆地的特征,以确定火山沉积锂矿床的赋存和形成。除了基本的统计分析外,我们还使用多项逻辑回归和主成分分析,利用每个盆地的关键特征建立了锂浓度的预测模型。含经济锂(1,000 ppm)的盆地主要以中新世为特征,小型(1,500 km2)封闭湖泊体系,火山输入,含有细粒粘土物质,通常在还原条件下沉积。该模型可用于无锂数据的沉积数据库中锂的浓度预测,可作为全球盆地火山-沉积锂矿床勘探的现代工具。
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引用次数: 0
Are Alkalic Porphyry Deposits Overlain by Advanced Argillic Lithocaps? 碱性斑岩矿床上覆有先进的泥质岩性盖层吗?
IF 5.8 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-09-11 DOI: 10.5382/econgeo.5179
Richard H. Sillitoe, Jeffrey W. Hedenquist
A commonly highlighted feature that distinguishes alkalic porphyry deposits from those associated with calc-alkaline magmatism is a paucity of the advanced argillic alteration that can form shallow-level lithocaps. This scarcity has been attributed to either the inability of alkalic systems to generate the necessary hyperacidic fluids or erosional removal. Here, it is concluded that erosional removal is responsible, as supported by the following four lines of evidence: Alkaline stratovolcanoes at convergent margins emit as much SO2—the principal ingredient for hyperacidic fluid formation—as those in calc-alkaline arcs;At least one example of recently formed lithocap alteration in an alkaline volcano (Vulcano, Italy) is known;Remnants of advanced argillic lithocaps are present in several alkalic porphyry systems, but only those of Cenozoic age, whereas Paleozoic and Mesozoic deposits, including those in the Macquarie arc of New South Wales, Australia, and the Intermontane belt of British Columbia, Canada, appear to lack them; andAvailable fluid inclusion pressure estimates for alkalic porphyry deposits show paleodepths of at least 1.5 km, possibly up to several km, for deposits lacking lithocaps, consistent with their erosional removal. Therefore, it is concluded that preservation potential, influenced to a significant degree by formational age, is a fundamental control on the presence or absence of lithocaps above alkalic porphyry deposits—as, of course, it is in porphyry systems hosted by calc-alkaline intrusions. Thus, the presence of lithocaps in association with both alkaline and calc-alkaline igneous centers is evidence for concealed shallow intrusions and potential porphyry-type mineralization.
区分碱性斑岩矿床与钙碱性岩浆作用相关的斑岩矿床的一个普遍突出的特征是缺乏可以形成浅层岩盖的高级泥质蚀变。这种稀缺性要么是由于碱性系统无法产生必要的高酸性流体,要么是由于侵蚀作用。在这里,我们得出结论,侵蚀作用是主要原因,这得到了以下四方面证据的支持:收敛边缘的碱性层状火山释放的二氧化硫(高酸性流体形成的主要成分)与钙碱性弧中的火山一样多;在碱性火山(意大利Vulcano)中至少有一个最近形成的岩盖蚀变的例子;在一些碱性斑岩体系中也有先进泥质岩盖的残余,但只存在于新生代,而古生代和中生代矿床,包括澳大利亚新南威尔士州麦夸里弧和加拿大不列颠哥伦比亚省的山间带,似乎缺乏这种残余;碱性斑岩矿床的现有流体包裹体压力估计表明,缺乏岩盖的矿床的古深度至少为1.5公里,可能高达几公里,这与它们的侵蚀作用相一致。因此,我们得出结论,在很大程度上受地层年龄影响的保存潜力,是决定碱性斑岩矿床上是否存在岩性盖层的基本控制因素——当然,在钙碱性侵入体为主的斑岩系统中也是如此。因此,与碱性和钙碱性火成岩中心相关的岩盖的存在是隐伏浅层侵入和潜在斑岩型成矿的证据。
{"title":"Are Alkalic Porphyry Deposits Overlain by Advanced Argillic Lithocaps?","authors":"Richard H. Sillitoe, Jeffrey W. Hedenquist","doi":"10.5382/econgeo.5179","DOIUrl":"https://doi.org/10.5382/econgeo.5179","url":null,"abstract":"A commonly highlighted feature that distinguishes alkalic porphyry deposits from those associated with calc-alkaline magmatism is a paucity of the advanced argillic alteration that can form shallow-level lithocaps. This scarcity has been attributed to either the inability of alkalic systems to generate the necessary hyperacidic fluids or erosional removal. Here, it is concluded that erosional removal is responsible, as supported by the following four lines of evidence: Alkaline stratovolcanoes at convergent margins emit as much SO2—the principal ingredient for hyperacidic fluid formation—as those in calc-alkaline arcs;At least one example of recently formed lithocap alteration in an alkaline volcano (Vulcano, Italy) is known;Remnants of advanced argillic lithocaps are present in several alkalic porphyry systems, but only those of Cenozoic age, whereas Paleozoic and Mesozoic deposits, including those in the Macquarie arc of New South Wales, Australia, and the Intermontane belt of British Columbia, Canada, appear to lack them; andAvailable fluid inclusion pressure estimates for alkalic porphyry deposits show paleodepths of at least 1.5 km, possibly up to several km, for deposits lacking lithocaps, consistent with their erosional removal. Therefore, it is concluded that preservation potential, influenced to a significant degree by formational age, is a fundamental control on the presence or absence of lithocaps above alkalic porphyry deposits—as, of course, it is in porphyry systems hosted by calc-alkaline intrusions. Thus, the presence of lithocaps in association with both alkaline and calc-alkaline igneous centers is evidence for concealed shallow intrusions and potential porphyry-type mineralization.","PeriodicalId":11469,"journal":{"name":"Economic Geology","volume":"115 1","pages":""},"PeriodicalIF":5.8,"publicationDate":"2025-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145035672","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Soil Geochemistry Toward Lithium Pegmatite Exploration: Building a Machine-Learning Predictive Algorithm via Portable X-Ray Fluorescence 面向锂伟晶岩勘探的土壤地球化学:基于便携式x射线荧光构建机器学习预测算法
IF 5.8 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-09-02 DOI: 10.5382/econgeo.5166
Luiza Maria Pereira Pierangeli, Mona-Liza C. Sirbescu, Sérgio Henrique Godinho Silva, David C. Weindorf, Thomas R. Benson, Nilton Curi
As demand for lithium (Li) increases, cheaper, more sustainable, and faster methods are needed for the identification and characterization of new Li deposits. Lithium-rich pegmatites are major sources of Li, but their exploration is often hindered by soil cover. Portable X-ray fluorescence (pXRF) can rapidly and accurately quantify soil chemistry to determine the bedrock economic potential, but unfortunately, Li is undetectable via pXRF. Herein, pXRF data and random forest models were used to predict both Li contents in soil samples and Li-rich soil parent material based on abundances of 15 predictors (K, Rb, Al, Ba, Ca, etc.). For comparison, support vector regression and neural network deep learning were also conducted. The data set consisted of 112 soil samples collected over spodumene-rich pegmatites, barren granitic pegmatites, peraluminous granite, and metamorphic host rocks from forested, glaciated northern Wisconsin and Michigan, United States. Lithium abundances were independently measured using inductively coupled plasma-optical emission spectroscopy (ICP-OES). The best Li prediction was achieved using neural networks, yielding a coefficient of determination (R2) of 0.90, a root mean square error (RMSE) of ~40 mg × kg–1, and residual prediction deviation of 3.2. The best parent material prediction model was achieved using random forest, with an overall accuracy of 0.88. Portable XRF analysis discriminates among soil samples formed on bedrock with distinct mineralogy. Using pXRF combined with appropriate machine learning models to predict the Li contents in the soil and the type of underlying bedrock could become an alternative, more efficient, and less invasive exploration method compared to traditional trenching.
随着对锂(Li)需求的增加,需要更便宜、更可持续、更快速的方法来识别和表征新的锂矿床。富锂伟晶岩是锂的主要来源,但其勘探往往受到土壤覆盖的阻碍。便携式x射线荧光(pXRF)可以快速准确地量化土壤化学,以确定基岩的经济潜力,但不幸的是,通过pXRF无法检测到Li。基于15个预测因子(K、Rb、Al、Ba、Ca等)的丰度,利用pXRF数据和随机森林模型对土壤样品和富锂土壤母质中的Li含量进行了预测。为了进行比较,还进行了支持向量回归和神经网络深度学习。该数据集包括112个土壤样本,收集自美国威斯康辛州北部和密歇根州森林覆盖、冰川覆盖的富含锂辉石的伟晶岩、贫瘠的花岗伟晶岩、过铝花岗岩和变质主岩。利用电感耦合等离子体光学发射光谱(ICP-OES)独立测量锂丰度。神经网络对锂离子的预测效果最好,其决定系数(R2)为0.90,均方根误差(RMSE)为~40 mg × kg-1,剩余预测偏差为3.2。采用随机森林预测亲本材料的模型效果最好,总体精度为0.88。便携式XRF分析区分在基岩上形成的具有不同矿物学的土壤样品。使用pXRF结合适当的机器学习模型来预测土壤中的锂含量和下垫基岩的类型,与传统的挖沟相比,可以成为一种更有效、侵入性更小的替代勘探方法。
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引用次数: 0
Lithium in the Eastern Brazilian Pegmatite Province: A Synthesis Highlighting Spodumene-Rich Deposits 巴西东部伟晶岩省的锂:一个突出富锂辉石矿床的合成
IF 5.8 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-09-02 DOI: 10.5382/econgeo.5175
Antônio Carlos Pedrosa-Soares, Hélio Botelho Diniz, Carlos Henrique Cravo Costa, Anderson Victoria, André Guimarães, Fabiana Guimarães, Gilberto Silva, Laura Wisniowski, Paula Serrano
Covering 150,000 km2, the Eastern Brazilian pegmatite province stands out as one of the largest populations of rare element pegmatites in the world. The province is a result of metamorphic-magmatic processes that produced enormous volumes of distinct granite types and countless pegmatites in the Ediacaran-Cambrian Araçuaí orogen. Among the 12 pegmatite districts of the Eastern Brazilian pegmatite province, only three contain spodumene-bearing pegmatites, and only one contains spodumene-rich deposits that may reach tens of million tons of lithium ore. This is the Araçuaí district, which accounts for most of the lithium ore produced in Brazil and all recent discoveries of spodumene-rich deposits, reaching over half a billion tons of lithium ore resources. This world-class lithium district comprises distinct spodumene-bearing deposits named, for prospecting purposes, spodumene-rich pegmatites (SRP), spodumene-petalite pegmatites (SPP), spodumene-perthite pegmatites (PSP), perthite-tourmaline pegmatites (PTP), and albite-tourmaline pegmatites (ATP). All these pegmatites postdate the regional tectono-metamorphic events and are found close (1–5 km) to intrusions comprising two-mica, muscovite-albite, and pegmatoid leucogranites. Low-pressure/high-temperature metasedimentary successions with cordierite-biotite (± andalusite) schists host the SRP, SPP, and PSP deposits. They contain spodumene disseminated in unzoned to poorly zoned pegmatites that form dike swarms or large single bodies or in spodumene-rich units of simple zoned pegmatites. The PTP and ATP deposits are relatively poor in spodumene, which is found in internal zones, quartz cores, and/or albite-rich units of complex zoned pegmatites. Field mapping, soil geochemistry, trenching, and intensive drilling revealed the large Bandeira spodumene deposit in just 2 years, which is described here as an example of highly successful, knowledgedriven exploration work.
巴西东部伟晶岩省占地15万平方公里,是世界上稀有元素伟晶岩最多的地区之一。该省是埃迪卡拉-寒武纪Araçuaí造山带变质-岩浆作用的结果,该作用产生了大量不同类型的花岗岩和无数的伟晶岩。巴西东部伟晶岩省的12个伟晶岩区中,含锂辉石的伟晶岩区只有3个,含锂辉石的富锂辉石矿床只有1个,锂矿储量可达数千万吨,这就是Araçuaí区,巴西生产的锂矿和最近发现的所有富锂辉石矿床都集中在这里,锂矿资源量超过5亿吨。这个世界级的锂区包括不同的含锂辉石矿床,为找矿目的命名为富锂辉石伟晶岩(SRP)、锂辉石-辉石伟晶岩(SPP)、锂辉石-透辉石伟晶岩(PSP)、透辉石-电气石伟晶岩(PTP)和钠辉石-电气石伟晶岩(ATP)。所有这些伟晶岩都是在区域构造变质事件之后发现的,它们与由二云母、白云母-钠长石和伟晶岩样浅花岗组成的侵入岩(1-5公里)接近。含堇青石-黑云母(±红柱石)片岩的低压/高温变质沉积层序为SRP、SPP和PSP矿床。它们含锂辉石,浸染在无分带至分带差的伟晶岩中,这些伟晶岩形成脉群或大单体,或在富含锂辉石的简单分带伟晶岩单元中。锂辉石中PTP和ATP矿床相对较少,主要分布在复杂带状伟晶岩的内部带、石英芯和/或富钠长岩单元中。现场绘图、土壤地球化学、挖沟和密集钻探在短短2年内发现了Bandeira大型锂辉石矿床,这是一个非常成功的、知识驱动的勘探工作的例子。
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引用次数: 0
The Structural Setting and Controls of Giant Lithium Pegmatite Deposits in the Archean Pilbara Craton, Western Australia 西澳大利亚皮尔巴拉克拉通太古宙巨型锂伟晶岩矿床的构造背景及控制因素
IF 5.8 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-08-29 DOI: 10.5382/econgeo.5170
John L. Grigson, Mike W. Grigson, Anthony I.S. Kemp, Steffen G. Hagemann, Marcus T. Sweetapple
The giant lithium pegmatite deposits of the Archean Pilbara craton in Western Australia are located within the Turner River district, where they are associated with D4 structures and granitic intrusions of the Split Rock Supersuite, all of which are an expression of the final phase of orogenic activity in the granite-greenstone nucleus of the craton between 2.89 and 2.82 Ga. Progression of the D4 orogenic event involved early D4a wrench faulting, followed by emplacement of the granitic intrusions, and finally onset of D4b ductile shear zone deformation and the formation of the lithium pegmatite deposits. The giant deposits at Pilgangoora and Wodgina comprise vertically stacked sets of lithium pegmatite intrusions that were emplaced episodically during ductile fracturing, at lower amphibolite facies, within strained supracrustal wall rocks in D4b shear zones. Closely spaced D4a oblique faults are a feature of the deposit settings and, although they are an expression of earlier brittle deformation, an important role is recognized for these structures as passive attractors of coaxial strain during D4b shear zone deformation. The coaxial strain manifested as constriction and vertical extrusion in the deposit settings, and this is unique within the broader D4b shear zone array, which mostly expresses noncoaxial strain in the form of oblique extrusion. Together, the partitions of vertical and oblique extrusion are considered the product of regional transpression. Migration of low-viscosity melts that formed the lithium pegmatite intrusions was clearly favored within the partitions of D4b coaxial strain. This is attributed to the faster rates at which coaxial strains accumulate, which enhanced the potential for melt migration and intrusion emplacement, most likely through a combination of intergranular percolation and ductile fracturing. The convergence of D4a faults and D4b shear zones, as well as the association of such with lithium pegmatite intrusions, is an important criterium for exploration targeting. The structural disruption arising from D4a faults is perhaps the most distinctive feature expressed in satellite and airborne magnetic images, and therefore mapping, sampling, and/or drilling should focus within regions of overlap between shear zones and fault disruption.
西澳大利亚太古代皮尔巴拉克拉通的巨型锂伟晶岩矿床位于特纳河地区,与该地区的D4构造和裂岩超套的花岗质侵入岩有关,是2.89 - 2.82 Ga之间克拉通花岗绿岩核造山活动最后阶段的表现。D4造山事件的演化过程为早期D4a扳手断裂,随后花岗岩侵入侵入,最后D4b韧性剪切带开始变形,形成锂伟晶岩矿床。Pilgangoora和Wodgina的巨型矿床由垂直堆积的锂伟晶岩侵入体组成,这些侵入体是在韧性压裂期间,在D4b剪切带的下角闪岩相中,在应变的壳上围岩中偶然形成的。紧密分布的D4a斜断层是沉积环境的一个特征,虽然它们是早期脆性变形的表现,但在D4b剪切带变形过程中,这些构造作为同轴应变的被动吸引子发挥了重要作用。在沉积环境中,共轴应变表现为收缩和垂直挤压,这在更广泛的D4b剪切带阵列中是独特的,D4b剪切带阵列主要以斜挤压形式表现非共轴应变。垂直和斜向挤压的分区被认为是区域挤压的产物。形成锂伟晶岩侵入体的低粘度熔体在D4b共轴应变分区内明显有利于迁移。这是由于同轴应变积累的速度更快,这增加了熔体迁移和侵入侵入的可能性,很可能是通过粒间渗透和韧性压裂的结合。D4a断裂与D4b剪切带的汇聚及其与锂伟晶岩侵入体的关联,是确定找矿目标的重要依据。D4a断层引起的构造破坏可能是卫星和航空磁图像中最显著的特征,因此测绘、采样和/或钻探应集中在剪切带和断层破坏之间的重叠区域。
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Economic Geology
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