期刊
JOURNAL OF GEOCHEMICAL EXPLORATION
卷 221, 期 -, 页码 -出版社
ELSEVIER
DOI: 10.1016/j.gexplo.2020.106696
关键词
Unsupervised Random Forest; Multivariate geochemical analysis in mineral exploration; Evidence for metal source rock
资金
- Natural Sciences and Engineering Council of Canada (NSERC) [RGPIN-2017-04200, RGPAS-2017-507956]
- NSERC
- Ministry of National Education Turkey
The Vazante Group in Minas Gerais, Brazil, hosts world-class zinc silicate deposits and Pb-Zn sulfide deposits. A recent study revealed base metal sulfide mineralization in siliciclastic rocks prior to orogenic events. Multivariate analysis showed that the siliciclastic rocks exhibit preorogenic mineralization geochemical signature traits.
The Vazante Group comprises a Proterozoic sequence of carbonate and siliciclastic rocks located in Minas Gerais, Brazil. It is the host of the Vazante-Paracatu Zinc District, including world-class hypogene zinc silicate deposits, in the southern part, and several Pb - Zn sulfide deposits in the northern part, all hosted in dolomitic rocks. A recent study revealed the occurrence of base metal sulfide mineralization that formed prior to the Brasiliano orogenic event in the siliciclastic rocks (Serra do Garrote Formation) that underlie these dolomite-hosted silicates and sulfide deposits. These siliciclastic rocks were considered as potential sources of elements for the hydro thermal fluids that formed the dolomite-hosted deposits, however there was little evidence of depletion of the source rocks during the orogenic event. In this paper, Random Forest is used in unsupervised mode along with t-distributed Stochastic Neighbor Embedding (t-SNE) and principal component analysis (PCA) over a lithogeochemical dataset of samples of the Serra do Garrote siliciclastic rocks collected throughout the basin to provide insights about processes related to the mineralizing system at the Vazante-Paracatu District. Multivariate analysis reveals that the Serra do Garrote Formation geochemical signature typical of preorogenic mineralization. This is characterized by PC1+ with association of Zn, Cd, Cu, Hg, In, V +/- Sb, Se, Mo, Re, which corresponds to nearly 60% of the variance in the data. This suggest that these elements are related to a widespread and/or, long-living hydrothermal activity without an efficient mechanism to focus the metal bearing fluids, causing basin-scale sub-economical Zn and related metal enrichment. Furthermore, PC2 and PC6 distinguish the zones with signatures interpreted to be related to depletion. PC2+ separates Cd-poor sphalerite, which is typical of the generation of sphalerite that occur in zones with textural evidence of remobilization. PC6+ with association of As, organic carbon and S, identified the zones where sphalerite was leached from the pyrite-rich layers. Areas with multivariate signatures of both pre-orogenic enrichment and syn-orogenic depletion in the source siliciclastic rocks include the Vazante-North Extension and Varginha zinc silicate deposits/occurrence, Ambrosia silicate zinc deposit and the Engenho Velho prospect. Preliminary exploration in this prospect revealed hydrothermal alteration typical of the zinc silicate deposits. This study is pioneering in applying these numerical models in possible source rocks to assist in identifying targets for exploration in basins.
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