From Continent to Ocean: Investigating the Multi-Element and Precious Metal Geochemistry of the Paraná-Etendeka Large Igneous Province Using Machine Learning Tools

Jordan J. Lindsay, H. Hughes, C. Yeomans, J. Andersen, I. McDonald
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Abstract

Large Igneous Provinces, and by extension the mantle plumes that generate them, are frequently associated with platinum-group element (PGE) ore deposits, yet the processes controlling the metal budget in plume-derived magmas remains debated. In this paper, we present a new whole-rock geochemical data set from the 135 Ma Paraná-Etendeka Large Igneous Province (PELIP) in the South Atlantic, which includes major and trace elements, PGE, and Au concentrations for onshore and offshore lavas from different developmental stages in the province, which underwent significant syn-magmatic continental rifting from 134 Ma onwards. The PELIP presents an opportunity to observe magma geochemistry as the continent and sub-continental lithospheric mantle (SCLM) are progressively removed from a melting environment. Here, we use an unsupervised machine learning approach (featuring the PCA, t-SNE and k-means clustering algorithms) to investigate the geochemistry of a set of (primarily basaltic) onshore and offshore PELIP lavas. We test the hypothesis that plume-derived magmas can scavenge precious metals including PGE from the SCLM and explore how metal concentrations might change the metal content in intraplate magmas throughout rifting. Onshore lavas on the Etendeka side of the PELIP are classified as the products of deep partial melts of the mantle below the African craton but without significant PGE enrichment. Offshore lavas on both continents exhibit similarities through the multi-element space to their onshore equivalents, but they again lack PGE enrichment. Of the four onshore lava types on the Paraná side of the PELIP, the Type 1 (Southern) and Type 1 (Central-Northern) localities exhibit separate PGE-enriched assemblages (Ir-Ru-Rh and Pd-Au-Cu, respectively). It follows that there is a significant asymmetry to the metallogenic character of the PELIP, with enrichment focused specifically on lavas from the South American continent edge in Paraná. This asymmetry contrasts with the North Atlantic Igneous Province (NAIP), a similar geodynamic environment in which continent-edge lavas are also PGE-enriched, albeit on both sides of the plume-rift system. We conclude that, given the similarities in PGE studies of plume-rift environments, SCLM incorporation under progressively shallowing (i.e., rifting) asthenospheric conditions promotes the acquisition of metasomatic and residual PGE-bearing minerals, boosting the magma metal budget.
从大陆到海洋:利用机器学习工具研究Paraná-Etendeka大火成岩省的多元素和贵金属地球化学
大型火成岩省,以及产生它们的地幔柱,经常与铂族元素(PGE)矿床联系在一起,但控制地幔柱衍生岩浆中金属收支的过程仍然存在争议。本文介绍了南大西洋135ma Paraná-Etendeka大火成岩省(PELIP)的全岩地球化学数据集,包括该省不同发育阶段的陆上和海上熔岩的主微量元素、PGE和Au浓度,该地区自134ma以来经历了明显的同岩浆大陆裂陷。随着大陆和次大陆岩石圈地幔(SCLM)逐渐脱离熔融环境,PELIP提供了一个观测岩浆地球化学的机会。在这里,我们使用无监督机器学习方法(具有PCA, t-SNE和k-means聚类算法)来研究一组(主要是玄武岩)陆上和海上PELIP熔岩的地球化学。我们验证了羽状岩浆可以从SCLM中清除包括PGE在内的贵金属的假设,并探讨了金属浓度如何在整个裂谷过程中改变板内岩浆中的金属含量。PELIP的Etendeka一侧的陆上熔岩被归类为非洲克拉通下方深部地幔部分熔体的产物,但没有明显的PGE富集。两个大陆上的海上熔岩在多元素空间上与陆上熔岩表现出相似之处,但它们同样缺乏PGE富集。在PELIP副侧的四种陆上熔岩类型中,1型(南部)和1型(中部-北部)地区分别表现出富集pge的组合(分别为Ir-Ru-Rh和Pd-Au-Cu)。由此可见,PELIP的成矿特征具有明显的不对称性,富集主要集中在南美大陆边缘的帕拉纳熔岩上。这种不对称性与北大西洋火成岩省(NAIP)形成鲜明对比,后者是一个类似的地球动力学环境,在该环境中,大陆边缘的熔岩也富含pge,尽管是在羽状裂谷系统的两侧。我们得出结论,考虑到柱状裂谷环境中PGE研究的相似性,在逐渐变浅(即裂谷)的软流圈条件下,SCLM合并促进了交代和残余含PGE矿物的获取,从而增加了岩浆金属平衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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