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Minerals, Volume 15, Issue 4 (April 2025) – 105 articles

Cover Story (view full-size image): High-pressure/temperature experiments of peridotites yield fundamental mantle melting information. Resulting charges are fine-grained, making it difficult to visualize the mutual phase relationship. Kamber et al. further adapted an open-source bioinformatics approach to phase mapping, differing from commercial automated mineralogy by scanning electron microscope (SEM) energy-dispersive spectroscopy (EDS). Using EDS element maps stacked on high-quality back-scattered-electron (BSE) mosaics, their approach allows users to annotate phases on the BSE image. Using annotations and “feature extraction” and “random trees” models, pixels are classified into realistically appearing phase maps with outputs of modal mineralogy, adjacency, and mutual association, aiding in finding rare phases, establishing equilibrium, and identifying reactions. View this paper
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20 pages, 2339 KiB  
Article
Geometallurgical Modeling of Influence of Mineral Composition of Sulfide Copper Ore (Southwest Poland) on Enrichment Selectivity
by Magdalena Duchnowska and Alicja Bakalarz
Minerals 2025, 15(4), 432; https://doi.org/10.3390/min15040432 - 20 Apr 2025
Viewed by 134
Abstract
The aim of this research was to determine a relationship that would allow the results of the enrichment process to be predicted from the mineral and chemical composition of the of sedimentary copper ores present in the Fore-Sudetic monocline (SW Poland). A series [...] Read more.
The aim of this research was to determine a relationship that would allow the results of the enrichment process to be predicted from the mineral and chemical composition of the of sedimentary copper ores present in the Fore-Sudetic monocline (SW Poland). A series of laboratory flotation tests of feeds with different lithological compositions of copper ores (sandstone, dolomitic, and shale) as well as detailed chemical and mineral analyses of feeds and flotation products were carried out. Based on the obtained results, enrichment selectivity indicators were determined and used in modeling. Among the methods of statistical dimensional analysis, multivariate correlation was used for modeling. The result of modeling was the equation that allowed the prediction of the results of the copper ore enrichment process from the contents of the main rock-forming minerals (clays/micas and carbonates) and copper in the feed. The equation is highly precise and can be used to predict the results of copper ore enrichment on the basis of the mineral and chemical compositions of the feed (correlation coefficient of 0.78). The proposed equations may be employed in an industrial process to determine its metallurgical result in the case of variable ore lithology. Full article
(This article belongs to the Section Mineral Processing and Extractive Metallurgy)
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17 pages, 4541 KiB  
Article
SAG Mill Grinding Media Stress Evaluation—A DEM Approach
by Murray Mulenga Bwalya, Oliver Shwarzkopf Samukute and Ngonidzashe Chimwani
Minerals 2025, 15(4), 431; https://doi.org/10.3390/min15040431 - 20 Apr 2025
Viewed by 105
Abstract
The volatility of commodity prices has obligated primary metal producers to continuously seek ways of cutting costs in mineral processing units. Improving the wear characteristics and reducing the probability of grinding media fracture can potentially reduce production costs. Characterisation of the impact-loading environment [...] Read more.
The volatility of commodity prices has obligated primary metal producers to continuously seek ways of cutting costs in mineral processing units. Improving the wear characteristics and reducing the probability of grinding media fracture can potentially reduce production costs. Characterisation of the impact-loading environment and stress induced into the grinding media in SAG mills aids manufacturers in developing grinding media with superior mechanical properties. Such grinding media development emanates from a firm understanding of the SAG process supported by computer modelling tools and well-established engineering designs. The discrete element method (DEM) is a numerical technique for evaluating collision behaviour in particulate systems. This paper discusses the application of the DEM to estimate survivability and stress, induced into grinding media in a SAG mill. Full article
(This article belongs to the Special Issue Comminution and Comminution Circuits Optimisation: 3rd Edition)
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26 pages, 7042 KiB  
Article
Thermodynamic Stability of Clay Minerals in Boreal Forest Soil and Its Relationship to the Properties of Soil Organic Matter
by Igor V. Danilin, Yulia G. Izosimova, Ruslan A. Aimaletdinov and Inna I. Tolpeshta
Minerals 2025, 15(4), 430; https://doi.org/10.3390/min15040430 - 20 Apr 2025
Viewed by 74
Abstract
This paper assesses the thermodynamic stability of clay minerals in the upper organo-mineral horizon of podzolic soil, as well as in the rhizosphere of Norway spruce (Picea abies (L.) H. Karst.) and Norway maple (Acer platanoides L.). Moreover, it determines the [...] Read more.
This paper assesses the thermodynamic stability of clay minerals in the upper organo-mineral horizon of podzolic soil, as well as in the rhizosphere of Norway spruce (Picea abies (L.) H. Karst.) and Norway maple (Acer platanoides L.). Moreover, it determines the impact of soil organic matter on the thermodynamic stability of clay minerals. Calculations of ΔGf and the saturation index (SI) for clay minerals in laboratory experiments simulating soil conditions without soil moisture outflow allowed us to find out that the thermodynamic stability of clay minerals decreased in the series kaolinite > illite > vermiculite > chlorite. In the rhizosphere of spruce, kaolinite, vermiculite and illite have the lowest, and in the soil under maple-the highest thermodynamic stability, which is associated with differences in the properties of soil organic matter of rhizospheres of different tree species. Laboratory experiments on the sorption of soil humic acid (HA) on clay minerals demonstrated that sorbed HA decreased the thermodynamic stability of biotite and increased the thermodynamic stability of kaolinite and muscovite. Thermodynamic stability of clay minerals decreased with increased proportion of sorbed thermolabile organic matter. Full article
(This article belongs to the Section Environmental Mineralogy and Biogeochemistry)
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19 pages, 16833 KiB  
Article
Evaluation of the Capabilities of Grounded-Wire Source Surface-Borehole Transient Electromagnetic Detection in Complex Geological Settings
by Xianxiang Wang and Wanting Ma
Minerals 2025, 15(4), 429; https://doi.org/10.3390/min15040429 - 20 Apr 2025
Viewed by 95
Abstract
The surface-borehole transient electromagnetic method exhibits significant advantages in identifying deep targets, as its closer distance to subsurface targets results in more pronounced effective anomalies when compared to surface-based techniques. The grounded-wire source TEM demonstrates enhanced capabilities for deep exploration, featuring increased penetration [...] Read more.
The surface-borehole transient electromagnetic method exhibits significant advantages in identifying deep targets, as its closer distance to subsurface targets results in more pronounced effective anomalies when compared to surface-based techniques. The grounded-wire source TEM demonstrates enhanced capabilities for deep exploration, featuring increased penetration depth, enhanced signal response, superior resolution, and minimized volume effects, which render it especially effective for examining intricate deep reservoirs. This study utilizes a time-domain finite-element method with unstructured tetrahedral grids to conduct three-dimensional numerical simulations of grounded-wire source SBTEM in complex terrains, capitalizing on the flexibility and precision of this method for modeling detailed geological structures. A comparative analysis of electromagnetic field responses between conductive and high-resistivity targets indicates that the detection capability of magnetic field components decreases more markedly than that of the vertical electric field Ez as the burial depth of the target increases. The grounded-wire source SBTEM exhibits enhanced sensitivity and better identification capabilities for conductive targets when compared to high-resistivity alternatives. The present research represents a detailed analysis of the impact of complex terrain on the detection capabilities of grounded-wire source SBTEM, utilizing electromagnetic response simulations of typical three-dimensional complex geological models. The results provide robust theoretical backing and empirical evidence for an enhanced understanding of subsurface resource exploration. Full article
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14 pages, 7580 KiB  
Article
Siderite Decomposition Kinetics—Influence of Time, Temperature, and Isomorphous Impurities
by Mariola Kądziołka-Gaweł, Zdzisław Adamczyk, Dariusz Łukowiec, Joanna Klimontko, Marcin Wojtyniak and Jacek Nowak
Minerals 2025, 15(4), 428; https://doi.org/10.3390/min15040428 - 19 Apr 2025
Viewed by 145
Abstract
Siderite (FeCO3) is an iron-bearing carbonate mineral that is the most abundant sedimentary iron formation on Earth. The influence of time, temperature, and isomorphous impurities on the kinetics of siderite decomposition in air was studied using Mössbauer spectroscopy, X-ray diffraction, X-ray [...] Read more.
Siderite (FeCO3) is an iron-bearing carbonate mineral that is the most abundant sedimentary iron formation on Earth. The influence of time, temperature, and isomorphous impurities on the kinetics of siderite decomposition in air was studied using Mössbauer spectroscopy, X-ray diffraction, X-ray fluorescence spectroscopy, and the Transmission Electron Microscopy method. Two rock siderite samples were used for investigations, one containing a significant amount of magnesium. The siderite decomposition process begins at a temperature of 300 °C. In a sample containing practically no magnesium, complete decomposition occurs at a temperature of 450 °C, and in a sample with magnesium at a temperature of 500 °C. The annealing time does not affect the width of the temperature range where siderite decomposition occurs. Still, it affects the degree of siderite decomposition: the longer the annealing time, the greater the amount of siderite decomposition. The decomposition products of siderite annealed in air are iron oxides. In the sample containing practically no Mg, this oxide was mainly hematite, and in the sample containing magnesium, it was magnesioferrite. Iron oxides formed directly in siderite decomposition are poorly crystalline, and we can treat them as iron oxide nanoparticles. They maintain this form in a wide temperature range, especially in a magnesium-containing sample. The presence of this element significantly slows down the process of magnesioferrite crystallization. Full article
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19 pages, 752 KiB  
Article
Optimization in Mineral Processing: A Novel Matheuristic for a Variant of the Knapsack Problem
by Carlos Leiva, Hernán Lespay, Aldo Quelopana and Alessandro Navarra
Minerals 2025, 15(4), 427; https://doi.org/10.3390/min15040427 - 19 Apr 2025
Viewed by 142
Abstract
This study introduces a novel heuristic approach to optimize mineral processing in metallurgical plants, framed as a variant of the fractional knapsack problem. The optimization framework integrates plant operational modes, blending requirements, and processing constraints to maximize the recoverable value of mineral blocks [...] Read more.
This study introduces a novel heuristic approach to optimize mineral processing in metallurgical plants, framed as a variant of the fractional knapsack problem. The optimization framework integrates plant operational modes, blending requirements, and processing constraints to maximize the recoverable value of mineral blocks while adhering to plant capacity and feed limitations. Building on a previously established mixed-integer linear programming formulation, this study develops a heuristic algorithm employing a greedy strategy. This alternative approach significantly reduces computational time while achieving near-optimal solutions, making it suitable for practical implementation. Validation through a case study demonstrates the algorithm’s effectiveness in managing complex constraints and delivering actionable insights for real-world operations. These findings highlight the potential of this methodology to streamline the mineral processing stage of broader mine planning frameworks, complementing the initial optimization of block extraction with faster and more reliable processing calculations. Full article
(This article belongs to the Section Mineral Processing and Extractive Metallurgy)
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24 pages, 12852 KiB  
Article
Zircon U-Pb Geochronology and Geochemical Constraints of Tiancang Granites, Southern Beishan Orogenic Belt: Implications for Early Permian Magmatism and Tectonic Evolution
by Chao Teng, Meiling Dong, Xinjie Yang, Deng Xiao, Jie Shao, Jun Cao, Yalatu Su and Wendong Lu
Minerals 2025, 15(4), 426; https://doi.org/10.3390/min15040426 - 19 Apr 2025
Viewed by 117
Abstract
The Beishan Orogenic Belt, situated along the southern margin of the Central Asian Orogenic Belt, represents a critical tectonic domain that archives the prolonged subduction–accretion processes and Paleo-Asian Ocean closure from the Early Paleozoic to the Mesozoic. Early Permian magmatism, exhibiting the most [...] Read more.
The Beishan Orogenic Belt, situated along the southern margin of the Central Asian Orogenic Belt, represents a critical tectonic domain that archives the prolonged subduction–accretion processes and Paleo-Asian Ocean closure from the Early Paleozoic to the Mesozoic. Early Permian magmatism, exhibiting the most extensive spatial-temporal distribution in this belt, remains controversial in its geodynamic context: whether it formed in a persistent subduction regime or was associated with mantle plume activity or post-collisional extension within a rift setting. This study presents an integrated analysis of petrology, zircon U-Pb geochronology, in situ Hf isotopes, and whole-rock geochemistry of Early Permian granites from the Tiancang area in the southern Beishan Orogenic Belt, complemented by regional comparative studies. Tiancang granites comprise biotite monzogranite, monzogranite, and syenogranite. Zircon U-Pb dating of four samples yields crystallization ages of 279.3–274.1 Ma. These granites are classified as high-K calc-alkaline to calc-alkaline, metaluminous to weakly peraluminous I-type granites. Geochemical signatures reveal the following: (1) low total rare earth element (REE) concentrations with light REE enrichment ((La/Yb)N = 3.26–11.39); (2) pronounced negative Eu anomalies (Eu/Eu* = 0.47–0.71) and subordinate Ce anomalies; (3) enrichment in large-ion lithophile elements (LILEs: Rb, Th, U, K) coupled with depletion in high-field-strength elements (HFSEs: Nb, Ta, P, Zr, Ti); (4) zircon εHf(t) values ranging from −10.5 to −0.1, corresponding to Hf crustal model ages (TDMC) of 1.96–1.30 Ga. These features collectively indicate that the Tiancang granites originated predominantly from partial melting of Paleoproterozoic–Mesoproterozoic crustal sources with variable mantle contributions, followed by extensive fractional crystallization. Regional correlations demonstrate near-synchronous magmatic activity across the southern/northern Beishan and eastern Tianshan Orogenic belts. The widespread Permian granitoids, combined with post-collisional magmatic suites and rift-related stratigraphic sequences, provide compelling evidence for a continental rift setting in the southern Beishan during the Early Permian. This tectonic regime transition likely began with lithospheric delamination after the Late Carboniferous–Early Permian collisional orogeny, which triggered asthenospheric upwelling and crustal thinning. These processes ultimately led to the terminal closure of the Paleo-Asian Ocean’s southern branch, followed by intracontinental evolution. Full article
(This article belongs to the Section Mineral Geochemistry and Geochronology)
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12 pages, 3059 KiB  
Article
Application of Surface-Modified Natural Magnetite as a Magnetic Carrier for Microplastic Removal from Water
by Palot Srichonphaisarn, Natatsawas Soonthornwiphat, Pongsiri Julapong, Thanakornkan Limlertchareonwanit, Thidarat Meekoch, Ilhwan Park, Mylah Villacorte-Tabelin, Onchanok Juntarasakul, Somsak Saisinchai, Carlito Baltazar Tabelin and Theerayut Phengsaart
Minerals 2025, 15(4), 425; https://doi.org/10.3390/min15040425 - 18 Apr 2025
Viewed by 252
Abstract
This study investigates the modification and application of natural, micro-scale magnetite (Fe3O4)—an iron oxide mineral and one of the most abundant iron ores in the world—as a magnetic carrier for removing six common types of microplastics (MPs) from water: [...] Read more.
This study investigates the modification and application of natural, micro-scale magnetite (Fe3O4)—an iron oxide mineral and one of the most abundant iron ores in the world—as a magnetic carrier for removing six common types of microplastics (MPs) from water: polypropylene (PP), polyethylene (PE), acrylonitrile butadiene styrene (ABS), polystyrene (PS), polyethylene terephthalate (PET), and polyvinyl chloride (PVC). Hexadecyltrimethoxysilane (HDTMS) was employed as a surfactant to modify the naturally hydrophilic magnetite, transforming it into a hydrophobic material. The characterization of magnetite treated with HDTMS for 0, 6, 12, 24, and 48 h was performed using a scanning electron microscope with energy-dispersive X-ray spectroscopy (SEM-EDS) and Fourier transform infrared spectroscopy (FT-IR). The results showed HDTMS sorption on the surface of natural magnetite, confirming successful surface modification. Carrier magnetic separation was then performed to remove PP, PE, ABS, PS, PET, and PVC using surface-modified, natural magnetite in two size fractions: +38–75 µm (fine-sized) and +75–150 µm (coarse-sized). Improved performance was observed with longer HDTMS treatment of magnetite, while greater than 90% MP removal was achieved using fine-sized, surface-modified, natural magnetite. These results suggest that surface modification enhanced the heterogenous interactions between magnetite and MPs via hydrophobic-hydrophobic interactions, leading to efficient MP removal via carrier magnetic separation. Full article
(This article belongs to the Section Mineral Processing and Extractive Metallurgy)
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22 pages, 10844 KiB  
Article
Rapid Updating of Multivariate Resource Models Based on New Information Using EnKF-MDA and Multi-Gaussian Transformation
by Sultan Abulkhair, Peter Dowd, Chaoshui Xu and Penny Stewart
Minerals 2025, 15(4), 424; https://doi.org/10.3390/min15040424 - 18 Apr 2025
Viewed by 202
Abstract
Rapid resource model updating with real-time data is important for making timely decisions in resource management and mining operations. This requires optimal merging of models and observations, which can be achieved through data assimilation, and the ensemble Kalman filter (EnKF) has become a [...] Read more.
Rapid resource model updating with real-time data is important for making timely decisions in resource management and mining operations. This requires optimal merging of models and observations, which can be achieved through data assimilation, and the ensemble Kalman filter (EnKF) has become a popular method for this task. However, the modeled resources in mining usually consist of multiple variables of interest with multivariate relationships of varying complexity. EnKF is not a multivariate approach, and even for univariate cases, there may be slight deviations between its outcomes and observations. This study presents a methodology for rapidly updating multivariate resource models using the EnKF with multiple data assimilations (EnKF-MDA) combined with rotation-based iterative Gaussianization (RBIG). EnKF-MDA improves the updating by assimilating the same data multiple times with an inflated measurement error, while RBIG quickly transforms the data into multi-Gaussian factors. The application of the proposed algorithm is validated by a real case study with nine cross-correlated variables. The combination of EnKF-MDA and RBIG successfully improves the accuracy of resource model updates, minimizes uncertainty, and preserves the multivariate relationships. Full article
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36 pages, 5338 KiB  
Article
Fluid and Solid Inclusions from Accessory Host Minerals of Permian Pegmatites of the Eastern Alps (Austria)—Tracing Permian Fluid, Its Entrapment Process and Its Role During Crustal Anatexis
by Kurt Krenn and Martina Husar
Minerals 2025, 15(4), 423; https://doi.org/10.3390/min15040423 - 18 Apr 2025
Viewed by 101
Abstract
To understand the fluid evolution of Permian pegmatites, three pegmatite fields of the Austroalpine basement units located in the Rappold Complex at St. Radegund, the Millstatt Complex, and the Polinik Complex were investigated. To achieve this goal, fluid inclusions trapped in the magmatic [...] Read more.
To understand the fluid evolution of Permian pegmatites, three pegmatite fields of the Austroalpine basement units located in the Rappold Complex at St. Radegund, the Millstatt Complex, and the Polinik Complex were investigated. To achieve this goal, fluid inclusions trapped in the magmatic accessories of garnet, tourmaline, spodumene, and beryl were studied using host mineral chemistry combined with fluid inclusion microthermometry and Raman spectrometry. Taking into account the previous work by the authors on pegmatite fields in the Koralpe and Texel Mountains, Permian fluid was determined to have evolved from two stages: Stage 1 is characterized by the homogeneous entrapment of two cogenetic immiscible fluid assemblages, a CO2-N2 ± CH4-rich and a low-saline H2O-rich fluid. Both fluids are restricted to inclusions in the early-magmatic-garnet-core domains of the Koralpe Mountains. Stage 2 is linked with the CO2-N2-CH4-H2O-NaCl-CaCl2 ± MgCl2 fluid preserved as an inclusion in all the pegmatite accessories of the KWNS. It represents the mechanical mixture of the stage 1 fluid caused by compositional changes along the solvus, which is typical for a hydrothermal vein environment process. Increasing XCH4±N2 proportions from the eastern toward the western pegmatite fields of the KWNS results in a tectonic model that includes magmatic redox-controlled fluid flow along deep crustal normal faults during the anatexis of metasediments in Permian asymmetric graben structures. Because of a high number of solids within the inclusions as well as their irregular shapes, post-entrapment modifications have caused density changes that have to be considered with caution. However, the conditions in the range of 6–8 kbar at >670 °C for stage 1 and ca. 4 kbar at <670 °C for stage 2 represent the best approximations to explain the uprise of a two-stage Permian fluid associated with accessory mineral crystallization in close relation to fractionating melt. Full article
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18 pages, 3813 KiB  
Article
Optimizing Dense Medium Separation Pre-Concentration by Comparative Evaluation of High-Pressure Grinding Rolls vs. Conventional Crushing
by Tebogo Mokgomola, Getrude Marape and Rabelani Mariba
Minerals 2025, 15(4), 422; https://doi.org/10.3390/min15040422 - 18 Apr 2025
Viewed by 187
Abstract
This paper investigated pre-concentration of a low-grade Upper Group 2 (UG2) ore to assess the possibility of rejecting waste at a typical discard Platinum Group Metals (PGMs) grade of <0.4 g/t at mass rejection to floats greater than 16% by comparing feed prepared [...] Read more.
This paper investigated pre-concentration of a low-grade Upper Group 2 (UG2) ore to assess the possibility of rejecting waste at a typical discard Platinum Group Metals (PGMs) grade of <0.4 g/t at mass rejection to floats greater than 16% by comparing feed prepared by High pressure grinding rolls (HPGR) to Conventional crushers (Cone crushers). Heavy Liquid Separation (HLS) was conducted as a benchmark test to Dense Medium Separation (DMS) to determine the expected grade, recovery, and mass yield for various size classes and crusher. The comparison between fine size classes −9.5 + 1.18 mm and −6.7 + 1.18 mm crushed by HPGR and conventional crushing showed that, under the conditions tested, the conventional crusher outperformed HPGR in terms of high sinks grade and a higher percentage of material exposed to pre-concentration. Looking at coarser size fractions (+12 mm), HLS results showed that under the conditions tested, size fraction −20 + 1.18 mm crushed by a conventional crusher at an optimum density of 3.4 g/cm3 is an optimized size fraction to run the DMS plant. The pilot DMS cyclone testwork showed that 61.1% by mass could be rejected to the floats stream based on Run of Mine (ROM) feed at 1.12% Cr2O3 and 0.42 g/t Total PGMs + Au grade, a typical discardable PGMs grade. Full article
(This article belongs to the Section Mineral Processing and Extractive Metallurgy)
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13 pages, 15917 KiB  
Article
Alternative SEM-BEX Imaging of Rock Mini-Cores (Carbonate and Siliciclastic): Manual and Semi-Automated Acquisition
by Jim Buckman, Zaid Jangda, Helen Lewis and Kamaljit Singh
Minerals 2025, 15(4), 421; https://doi.org/10.3390/min15040421 - 17 Apr 2025
Viewed by 157
Abstract
An understanding of the textures (grain size, grain shape, porosity, etc.), composition (mineralogy), and distribution of constituent components of geological materials such as carbonate and siliciclastic sedimentary rocks is essential in their classification, interpretation, and significance in terms of their geomechanical strength and [...] Read more.
An understanding of the textures (grain size, grain shape, porosity, etc.), composition (mineralogy), and distribution of constituent components of geological materials such as carbonate and siliciclastic sedimentary rocks is essential in their classification, interpretation, and significance in terms of their geomechanical strength and liquid/gas storage potential. In terms of scanning electron microscopy (SEM), this is limited to relatively flat areas of selected rough surfaces, or the analysis of polished thin sections. Here, we illustrate a new technique that can image large areas of the external surface of mini-cores (approximately 10 mm or smaller in diameter) drilled from carbonate and siliciclastic rock samples. The technique utilises a specially developed horizontal rotation stage within an SEM and allows the collection of high-resolution images that can be reconstructed into realistic surface representations of the mini-core surfaces. Elemental data (representative of mineralogy) can also be added using a combined backscattered electron and X-ray (BEX) detector. Currently, these reconstructions can be used as a useful tool for the analysis of both carbonate and siliciclastic geological materials. Further work may allow such reconstructions to aid in the improvement of resolution in micro-CT scans and the direct identification of mineral phases within such scans. Full article
(This article belongs to the Section Clays and Engineered Mineral Materials)
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28 pages, 17232 KiB  
Article
Mafic VMS Mineralization in the Mesozoic Metavolcanic Rocks of the Evros Ophiolite, Xylagani Area, Greece
by Vasilios Melfos, Panagiotis Voudouris, Grigorios-Aarne Sakellaris, Christos L. Stergiou, Margarita Melfou, Eftychia Peristeridou, Lambrini Papadopoulou, Jaroslav Pršek and Anestis Filippidis
Minerals 2025, 15(4), 420; https://doi.org/10.3390/min15040420 - 17 Apr 2025
Viewed by 235
Abstract
The sulfide mineralization at Xylagani is hosted in metamorphosed mafic massive and pillow lava. It has an Early–Middle Jurassic age and belongs to the Makri unit, which represents the upper crustal section of the Evros ophiolite in the Circum Rhodope Belt, Northern Greece. [...] Read more.
The sulfide mineralization at Xylagani is hosted in metamorphosed mafic massive and pillow lava. It has an Early–Middle Jurassic age and belongs to the Makri unit, which represents the upper crustal section of the Evros ophiolite in the Circum Rhodope Belt, Northern Greece. The protolith of the host rock is basalt that has a boninitic-to-low-Ti tholeiitic composition and was formed in an intra-oceanic supra-subduction zone within a juvenile forearc-to-volcanic arc setting. The volcanic rocks were subjected to ocean-floor metamorphism at very low-grade prehnite–pumpellyite facies and low-grade greenschist facies at temperatures of up to 360 °C and pressures between 1 and 4 kbar. The mineralization shows typical features of a stratabound–stratiform deposit and occurs as silicified lenses and layers with disseminated and massive sulfides and gold. Based on host rock composition, geotectonic setting, and base metal content, the mineralization at Xylagani is classified as a Cu-rich mafic volcanic-associated deposit, i.e., Cyprus-type VMS (volcanogenic massive sulfide). The mineralization consists of pyrite, chalcopyrite, gold, pyrrhotite, sphalerite, galena, and tennantite-(Zn). It was formed at a subseafloor setting where hydrothermal fluids circulated through the host volcanic rocks, resulting in a pervasive alteration (silicification and chloritization) and the development of a replacement VMS deposit. The very low-to-low-grade orogenic metamorphism and related deformation during the Alpine collision in the Middle Jurassic to Early Cretaceous periods remobilized the mineralization and formed milky quartz veins with rare sulfides, crosscutting the metavolcanic rocks. Full article
(This article belongs to the Special Issue Ore Deposits Related to Metamorphism)
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28 pages, 16395 KiB  
Article
Dolomitization Facilitated by Clay Minerals on Mixed Siliciclastic-Carbonate Shoals of Carboniferous Age in the Tarim Basin, China: Constraints on Element Mobility and Isotope Geochemistry
by Xuan Liu, Meiyan Fu, Jon Gluyas, Rongcai Song, Haoxiang Lan, Yunjie Fan and Dong Wu
Minerals 2025, 15(4), 419; https://doi.org/10.3390/min15040419 - 17 Apr 2025
Viewed by 272
Abstract
In the western Tarim Basin, Carboniferous granular dolostones deposited on a carbonate platform contain a small amount of terrigenous materials of sand-size fraction, agglomerated clay minerals, or similar phases. However, the role of terrigenous materials on dolomitization is still unclear. The aim of [...] Read more.
In the western Tarim Basin, Carboniferous granular dolostones deposited on a carbonate platform contain a small amount of terrigenous materials of sand-size fraction, agglomerated clay minerals, or similar phases. However, the role of terrigenous materials on dolomitization is still unclear. The aim of this study was to reveal the dolomitization mechanism. The granular dolomites have small crystal size, earthy yellow color, and fabric-retentive texture, with relatively good order. These features indicate dolomites precipitated during early diagenesis. The ratio of rare earth elements (RREs) abundance of the stable isotopes 87Sr/86Sr relative to Post-Archean Australian Shale (PAAS) normalized patterns was used to study the source of the dolomitizing fluids. The composition of REEs is characterized by heavy rare earth (HREE) enrichment (average NdSN/YbSN = 0.83). There is a positive (La/La*)SN anomaly and slightly positive (Gd/Gd*)SN and (Y/Y*)SN anomaly; δ18O of seawater in fractionation equilibrium with granular dolostones was from −2.8‰ to 1.7‰ PDB, implying the dolomitizing fluid was contemporary, slightly evaporated seawater. The granular dolostones on the relatively thick shoals were subject to subaerial exposure before pervasive dolomitization, with evidence that the input of detrital kaolinite predated the formation of dolomites. Higher 87Sr/86Sr values and ∑REE in granular dolostones than the values in equivalent limestones indicate that dolomitization was related to terrigenous materials. Within the terrigenous materials, the negative-charged clay minerals may have catalyzed the dolomitization, resulting in dramatically decreased induction time for precipitation of proto-dolomites. A greater amount of terrigenous materials occurred on the shoals at the sea level fall, resulting from enhanced river entrenchment and downcutting. As a result, after subaerial exposure, the penesaline water flow through the limy allochems sediments lead to dolomitization, with the catalysis of illite on relatively thick shoals. Full article
(This article belongs to the Section Clays and Engineered Mineral Materials)
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22 pages, 17789 KiB  
Article
Mafic Enclaves Reveal Multi-Magma Storage and Feeding of Shangri-La Lavas at the Nevados de Chillán Volcanic Complex
by Camila Pineda, Gloria Arancibia, Valentina Mura, Diego Morata, Santiago Maza and John Browning
Minerals 2025, 15(4), 418; https://doi.org/10.3390/min15040418 - 17 Apr 2025
Viewed by 226
Abstract
The Nevados de Chillán Volcanic Complex is one of the most active of the Southern Volcanic Zone. It is formed by NW-SE-aligned eruptive centers divided into two subcomplexes, namely Cerro Blanco (basaltic andesitic) and Las Termas (dacitic), and two satellite cones (to the [...] Read more.
The Nevados de Chillán Volcanic Complex is one of the most active of the Southern Volcanic Zone. It is formed by NW-SE-aligned eruptive centers divided into two subcomplexes, namely Cerro Blanco (basaltic andesitic) and Las Termas (dacitic), and two satellite cones (to the SW and NE of the main alignment). Our study of the Shangri-La volcano, which is located between the two subcomplexes, in alignment with the satellite cones, and which produced dacitic lavas with basaltic andesitic enclaves, sheds light on the compositional and structural diversity of the volcanic complex. Detailed petrography along with mineral chemistry allows us to suggest partial hybridization between the enclaves and the host lavas and that mixing processes are related to the generation of the Shangri-La volcano and to other volcanic products generated in the complex. This is supported by mixing trends between the enclaves and the most differentiated units from Las Termas. We argue the presence of two main magma storage areas genetically related to crustal structures. A dacitic reservoir (~950 °C) is fed along NW-SE structures, whereas a deeper mafic reservoir (>1100 °C) utilizes predominantly NE-SW structures. We suggest that the intersection between these sets of structures facilitates magma ascent and controls the Nevados de Chillán plumbing system dynamics. Full article
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22 pages, 6467 KiB  
Article
Integrated Geophysical Signatures of the Jiaodong Region in China and Their Implications for Deep Architecture and Gold Metallogenic Systems
by Haiyang Kuang, Jiayong Yan, Kun Zhang, Wenlong Tang, Chao Fu, Jiangang Liang, Guoli Zhang and Yuexin You
Minerals 2025, 15(4), 417; https://doi.org/10.3390/min15040417 - 17 Apr 2025
Viewed by 172
Abstract
The Jiaodong region ranks as the world’s third-largest gold metallogenic province, where Late Mesozoic gold mineralization exhibits close genetic connections with cratonic destruction and multi-stage plate tectonic interactions. This study systematically deciphers the deep-seated architecture and metallogenic controls through integrated analysis of gravity, [...] Read more.
The Jiaodong region ranks as the world’s third-largest gold metallogenic province, where Late Mesozoic gold mineralization exhibits close genetic connections with cratonic destruction and multi-stage plate tectonic interactions. This study systematically deciphers the deep-seated architecture and metallogenic controls through integrated analysis of gravity, aeromagnetic, and magnetotelluric datasets. The key findings demonstrate the following: (1) Bouguer gravity anomalies reveal a “two uplifts flanking a central depression” tectonic framework, reflecting superimposed effects from Yangtze Plate subduction and Pacific Plate rollback; (2) zoned aeromagnetic anomalies suggest that the Sanshandao–Jiaojia–Zhaoyuan–Pingdu Metallogenic Belt extends seaward with significant exploration potential; (3) magnetotelluric inversion identifies three lithosphere penetrating conductive zones, confirming the Jiaojia and Zhaoyuan–Pingdu faults as crust mantle fluid conduits, while the Taocun–Jimo fault marks the North China–Sulu Block boundary; and (4) metallogenic materials derive from hybrid sources of deep Yangtze Plate subduction and mantle upwelling, with gold enrichment controlled by intersections of NE-trending faults and EW-oriented basement folds. Integrated geophysical signatures indicate that the northwestern Jiaodong offshore area (north of Sanshandao) holds supergiant gold deposit potential. This research provides critical constraints for the craton destruction type gold mineralization model. Full article
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14 pages, 4682 KiB  
Article
The Burela Kaolin Deposit (NW Spain): Genesis, Composition and Micro- and Nanotexture
by Blanca Bauluz, Alfonso Yuste, Sergio Alvira and Andrea García-Vicente
Minerals 2025, 15(4), 416; https://doi.org/10.3390/min15040416 - 17 Apr 2025
Viewed by 230
Abstract
A set of samples from the Monte Castelo kaolin deposits (Burela, NW Spain), corresponding to igneous acidic rocks affected by chemical weathering with variable intensity have been investigated in order to establish the mineralogical and chemical changes with weathering, and the micro- and [...] Read more.
A set of samples from the Monte Castelo kaolin deposits (Burela, NW Spain), corresponding to igneous acidic rocks affected by chemical weathering with variable intensity have been investigated in order to establish the mineralogical and chemical changes with weathering, and the micro- and nano-scale textures developed. For the study, XRD, FESEM, HRTEM and chemical analyses have been used. The more intense the weathering, the more the dissolution of aluminosilicates (albite, K feldspars and K micas) and the crystallization of kaolinite is favored. Kaolinite grows, forming booklets and generating a fine-grained matrix and, along the cleavages of muscovite, forming mica–kaolinite intergrowths. Bidimensional crystallographic continuity between mica and kaolinite has been observed and no intermediate phases have been identified as a consequence of the high W/R ratio. Kaolin mainly contains kaolinite with high crystallinity; however, when there are quartz impurities, they interfere with the ‘optimal’ reflections for the calculation of the Hinckley index. In this case, the use of the AGFI index almost eliminates the effect that the relative intensities of the quartz and feldspar impurities may have on those of kaolinite. With weathering, there is a progressive decrease in the contents of most chemical elements, except Al, TiO2, HREEs, Ta, Hf, Th, U, V, Cr, S, Zr, Mo and Sn. Full article
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23 pages, 16059 KiB  
Article
Bauxite Exploration in Fold–Thrust Belts: Insights from the Posušje Region, Bosnia and Herzegovina
by Giulio Casini, Eduard Saura, Ivica Pavičić, Ida Pavlin, Šime Bilić, Irena Peytcheva and Franjo Šumanovac
Minerals 2025, 15(4), 415; https://doi.org/10.3390/min15040415 - 14 Apr 2025
Viewed by 250
Abstract
In the Posušje region of the External Dinarides (Bosnia and Herzegovina), bauxite deposits are hosted along a Late Cretaceous–Paleogene forebulge unconformity that records an extended emersion phase of the Adriatic Carbonate Platform. Historically, open-pit mining has targeted surface and shallow subsurface bauxite bodies, [...] Read more.
In the Posušje region of the External Dinarides (Bosnia and Herzegovina), bauxite deposits are hosted along a Late Cretaceous–Paleogene forebulge unconformity that records an extended emersion phase of the Adriatic Carbonate Platform. Historically, open-pit mining has targeted surface and shallow subsurface bauxite bodies, but ongoing exploration must now focus on deeper structurally preserved deposits. To address this challenge, we integrate remote sensing, geological mapping, borehole data, and 3D structural modeling to assess the distribution and structural controls of bauxite deposits. Balanced and restored cross-sections reveal a complex interplay between inverted normal faults, fold structures, and foredeep burial, which collectively influenced bauxite accumulation and preservation. Statistical analyses of deposit size, shape, and orientation indicate that larger bauxite bodies are concentrated in the footwalls of inverted normal faults, where prolonged or repeated exposure enhanced karst development and bauxite accumulation. Additionally, the predominant NW–SE elongation of bauxite bodies suggests that pre-existing structural lineaments played a key role in paleokarst morphology, supporting the influence of syn-depositional extensional faulting on bauxite distribution. These findings demonstrate that bauxite exploration in fold–thrust belts requires an integrated structural approach, where 3D geological modeling can delineate prospective areas prior to costly geophysical surveys and drilling campaigns. Insights from the Posušje region can refine mineral exploration strategies in other orogenic settings, highlighting the importance of structural inheritance in karst bauxite accumulation and preservation. Full article
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15 pages, 4486 KiB  
Article
Extraction and Separation of Ytterbium and Nickel from Heavy Metal Solutions Containing Manganese and Calcium Impurities
by Bo Zhang, Yan Huang and Gang Zhao
Minerals 2025, 15(4), 414; https://doi.org/10.3390/min15040414 - 14 Apr 2025
Viewed by 156
Abstract
This study systematically investigated the extraction and separation of ytterbium (Yb) and nickel (Ni) from manganese (Mn)- and calcium (Ca)-containing heavy metal solutions using 2-ethylhexyl phosphoric acid mono-2-ethylhexyl ester (HEHEHP) in nitric acid media. Results demonstrated that the logarithms of distribution ratios for [...] Read more.
This study systematically investigated the extraction and separation of ytterbium (Yb) and nickel (Ni) from manganese (Mn)- and calcium (Ca)-containing heavy metal solutions using 2-ethylhexyl phosphoric acid mono-2-ethylhexyl ester (HEHEHP) in nitric acid media. Results demonstrated that the logarithms of distribution ratios for Yb, Ni, Mn, and Ca exhibited positive correlations with both solution pH and the logarithm of extractant concentration, consistent with theoretical models. Elevated initial metal concentrations reduced distribution ratios for all elements, indicating extraction inhibition. Ytterbium back-extraction efficiency increased proportionally with hydrochloric acid concentration and the number of back-extraction stages. Optimization of key extraction parameters established predictive equilibrium relationships: Yb/Ni and Mn/Ca separation coefficients increased with decreasing acidity and extractant concentration, whereas Mn/Ni and Ca/Ni coefficients rose under higher acidity and extractant conditions. Infrared spectroscopy confirmed HEHEHP-Yb complexation mechanisms, with extractant stability retained through multiple reuse cycles. Optimized cascade processing parameters (3 extraction stages, 3 washing stages, 4 back-extraction stages) achieved >99.9% purity for both Yb and Ni. This validated methodology provides a robust technical framework for heavy metal waste treatment and high-value element recovery. Full article
(This article belongs to the Section Mineral Processing and Extractive Metallurgy)
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10 pages, 2336 KiB  
Article
Effect of the Occurrence State of Dodecylamine on the Adsorption Behavior of Calcium Sulfate Dihydrate and Silica
by Xu Li, Renjie Chen and Lan Xiang
Minerals 2025, 15(4), 413; https://doi.org/10.3390/min15040413 - 14 Apr 2025
Viewed by 175
Abstract
In this work, the effects of dodecylamine storage state on the adsorption behavior of calcium sulfate dihydrate and silica were systematically investigated by using Raman detection, solution equilibrium calculation, and calculation based on density functional theory. The results show that the selective adsorption [...] Read more.
In this work, the effects of dodecylamine storage state on the adsorption behavior of calcium sulfate dihydrate and silica were systematically investigated by using Raman detection, solution equilibrium calculation, and calculation based on density functional theory. The results show that the selective adsorption behavior of dodecylamine with calcium sulfate dihydrate and silica is closely related to its occurrence state. The adsorption of dodecylamine in the ionic state with calcium sulfate dihydrate and silica is dominated by the strong electrostatic adsorption between the H-O atoms under acidic conditions, while that of dodecylamine in the molecular state is dominated by the weak electrostatic adsorption between the Ca-N or Si-N atoms under alkaline conditions. Finally, by comparing the distribution coefficients and adsorption energies of the ionic/molecular states of dodecylamine with the change in pH, the reason why dodecylamine adsorbs calcium sulfate dihydrate more readily under acidic conditions was explained at the atomic level. Full article
(This article belongs to the Section Mineral Processing and Extractive Metallurgy)
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16 pages, 8149 KiB  
Article
Determining the Mechanical Properties of Shale Constituent Minerals Using Nanoindentation and a TESCAN Integrated Mineral Analyzer (TIMA)
by Yongjun Xiao, Qi Cheng, Jiren Tang and Shengyao Cai
Minerals 2025, 15(4), 412; https://doi.org/10.3390/min15040412 - 14 Apr 2025
Viewed by 187
Abstract
Understanding the mechanical properties of the constituent minerals of shales is of significance for gaining insight into the macroscopic mechanical behavior of shales. In this paper, a method combining nanoindentation with a TESCAN Integrated Mineral Analyzer (TIMA) was used to determine the mechanical [...] Read more.
Understanding the mechanical properties of the constituent minerals of shales is of significance for gaining insight into the macroscopic mechanical behavior of shales. In this paper, a method combining nanoindentation with a TESCAN Integrated Mineral Analyzer (TIMA) was used to determine the mechanical properties of shale constituent minerals. The hardness and elastic modulus of five independent mineral phases and a mixed phase were detected. The order of the hardness of these five independent mineral phases is dolomite (4.90 ± 2.33 GPa) > wollastonite (4.84 ± 0.54 GPa) > ankerite (4.17 ± 1.37 GPa) > quartz (3.98 ± 0.67 GPa) > calcite (2.03 ± 0.29 GPa), and the order of the elastic modulus is dolomite (104.89 ± 11.25 GPa) > ankerite (103.70 ± 19.62 GPa) > wollastonite (100.78 ± 6.66 GPa) > quartz (88.04 ± 14.58 GPa) > calcite (78.20 ± 3.85 GPa). The mechanical properties of the shale mineral grain junctions are weaker than those inside the grains. When shale is subjected to an external load, it is more prone to intergranular failure. The proposed method in this study can rapidly and accurately probe the in situ mechanical properties of shale minerals. The results of this study enrich the database of in situ mechanical properties of shale minerals and provide a new insight into the macroscopy failure mode of shale. Full article
(This article belongs to the Section Mineral Exploration Methods and Applications)
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23 pages, 9532 KiB  
Article
Unsupervised Anomaly Detection for Mineral Prospectivity Mapping Using Isolation Forest and Extended Isolation Forest Algorithms
by Mobin Saremi, Ardeshir Hezarkhani, Seyyed Ataollah Agha Seyyed Mirzabozorg, Ramin DehghanNiri, Adel Shirazy and Aref Shirazi
Minerals 2025, 15(4), 411; https://doi.org/10.3390/min15040411 - 13 Apr 2025
Viewed by 281
Abstract
Unsupervised anomaly detection algorithms have gained significant attention in the field of mineral prospectivity mapping (MPM) due to their ability to reveal hidden mineralization zones by effectively modeling complex, nonlinear relationships between exploration data and mineral deposits. This study utilizes two tree-based anomaly [...] Read more.
Unsupervised anomaly detection algorithms have gained significant attention in the field of mineral prospectivity mapping (MPM) due to their ability to reveal hidden mineralization zones by effectively modeling complex, nonlinear relationships between exploration data and mineral deposits. This study utilizes two tree-based anomaly detection algorithms, namely, isolation forest (IF) and extended isolation forest (EIF), to enhance MPM and exploration targeting. According to the conceptual model of porphyry copper deposits, several evidence layers were generated, including fault density, multi-element geochemical signatures, proximity to various alteration types (phyllic, argillic, propylitic, and iron oxide), and proximity to intrusive rocks. These layers were integrated using IF and EIF algorithms, and their results were subsequently compared with a geological map of the study area. The comparison revealed a high degree of overlap between the identified anomalous zones and geological features, such as andesitic rocks, tuffs, rhyolites, pyroclastics, and intrusions. Additionally, quantitative assessments through prediction-area plots validated the efficacy of both models in generating prospective targets. The results highlight the significant influence of hyperparameter tuning on the accuracy of prospectivity models. Furthermore, the study demonstrates that hyperparameter tuning is more intuitive and straightforward in IF, as it provides a clear and distinct tuning pattern, whereas EIF lacks such clarity, complicating the optimization process. Full article
(This article belongs to the Section Mineral Exploration Methods and Applications)
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24 pages, 12903 KiB  
Article
Advances in Glendonite Understanding and Its Potential for Carbon Capture
by Bo Pagh Schultz and Jennifer Huggett
Minerals 2025, 15(4), 410; https://doi.org/10.3390/min15040410 - 13 Apr 2025
Viewed by 424
Abstract
This article reviews recent advances made by the authors through evaluation of samples in museum collections, in the context of our recent advances in novel observations, of cleavage in a recrystallising ikaite crystal, that may guide future research in understanding the morphology of [...] Read more.
This article reviews recent advances made by the authors through evaluation of samples in museum collections, in the context of our recent advances in novel observations, of cleavage in a recrystallising ikaite crystal, that may guide future research in understanding the morphology of ikaite, which traditional crystallography has so far not achieved, as traditional crystallography cannot be applied to the morphology of ikaite. Having reviewed over 1100 samples in museum collections, using a combination of morphology and petrology, we are able to define how samples can be classified as glendonite. The topics covered include: (1) a historical review of ikaite and glendonite; (2) evidence supporting ikaite as the precursor mineral of glendonite; (3) the discovery of mega-sized Danish glendonites; and (4) Holocene glendonite coastal sites. Our reassessment of existing knowledge of ikaite shows that when ikaite forms in marine settings, it forms in specific zones before other carbonate phases, and that in sedimentary environments, pressure and pH are not the primary factors controlling its precipitation. Instead, the availability of magnesium (Mg2⁺) and phosphate (PO43−) ions appear to play a more significant role. Furthermore, the conditions required for ikaite precipitation in laboratory experiments differ from those observed in natural ikaite or glendonite formation. Ikaite’s ability to capture carbon at low temperatures and its rapid recrystallisation into its more stable calcite pseudomorph, glendonite, suggest a potential application in carbon capture strategies. Full article
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18 pages, 1941 KiB  
Article
Extraction of Copper from Printed Circuit Boards in an Alkaline Solution Using EDTA
by Alan Oliveira Goulart, Tácia Costa Veloso, Hugo Marcelo Veit and Tatiane Benvenuti
Minerals 2025, 15(4), 409; https://doi.org/10.3390/min15040409 - 13 Apr 2025
Viewed by 254
Abstract
With the rapid technological development in the 21st century, the increasing consumption of electronic devices has led to a rise in the generation of waste electrical and electronic equipment (WEEE) due to the disposal of equipment considered obsolete. A significant portion of these [...] Read more.
With the rapid technological development in the 21st century, the increasing consumption of electronic devices has led to a rise in the generation of waste electrical and electronic equipment (WEEE) due to the disposal of equipment considered obsolete. A significant portion of these wastes contain printed circuit boards (PCBs), which serve as substrates for the connection of microchips, resistors, capacitors, and other components. These boards are composed of various materials, primarily metals such as copper. Thus, this study investigated the recovery of copper from PCB waste (WPCBs) from computers through alkaline leaching, using EDTA and hydrogen peroxide at temperatures of 40 °C, 60 °C, and 80 °C, with a concentration of 0.6 mol/L and varying particle sizes. Using a UV-VIS spectrophotometer, it was observed that the copper extraction process with EDTA at 0.6 mol/L and a temperature of 60 °C achieved a recovery rate of 78.6% for particles smaller than 0.177 mm after 180 min, following the Avrami kinetic model. The results highlight the potential of EDTA as a complexing agent in copper extraction, positioning it as a promising technique to reduce environmental contamination and recover strategic resources through urban mining through the recovery of metals from WEEE. Full article
(This article belongs to the Section Mineral Processing and Extractive Metallurgy)
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16 pages, 5962 KiB  
Article
Treatment of Metallurgical Residues by Chemical Modification, Reduction, and Phase Modification for Metal Recovery and Slag Utilization
by Klaus Doschek-Held, Anna Christine Krammer, Florian Roman Steindl, Christoph Gatschlhofer, Zlatko Raonic and Dominik Wohlmuth
Minerals 2025, 15(4), 408; https://doi.org/10.3390/min15040408 - 13 Apr 2025
Viewed by 183
Abstract
Advancing material efficiency in the steel and cement industry is essential for achieving climate goals. One approach to addressing this is to increase the provisioning of alternative reactive binder materials from residues, in this case, from the steel industry. Different mixtures of identified [...] Read more.
Advancing material efficiency in the steel and cement industry is essential for achieving climate goals. One approach to addressing this is to increase the provisioning of alternative reactive binder materials from residues, in this case, from the steel industry. Different mixtures of identified residues are evaluated for metal recovery and suitability as supplementary cementitious material. For this purpose, suitable combinations are modeled according to specified quality requirements from the cement industry. These mixtures are heated up to 1600 °C for a targeted reduction of predominantly transition metal oxides and a separation into a mineral fraction. Subsequently, controlled cooling of the molten material is implemented through water granulation. The produced granulate is crushed and sieved, and finally, the metallic and mineral fractions are magnetically separated. The chemical modification, reduction, and phase modification are tested to prevent landfilling and provide alternative secondary resources for the steel and cement industry. According to the results, it is possible to recover metals from metallurgical residues and simultaneously separate the modified mineral fraction as an alternative cement constituent. These findings will be further investigated through additional research to identify the variables that influence and impact/affect the reduction efficiency. Full article
(This article belongs to the Special Issue Characterization and Reuse of Slag)
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29 pages, 13134 KiB  
Article
Study on Impact and Abrasion Resistance of Minerals Based on JK Drop Weight Test and Grinding Test
by Jinlin Yang, Yuan Li, Pengyan Zhu, Runnan Guo, Hengjun Li, Shaojian Ma and Dingzheng Wang
Minerals 2025, 15(4), 407; https://doi.org/10.3390/min15040407 - 12 Apr 2025
Viewed by 336
Abstract
Most grinding operations are the process of reducing the particle size of ore materials under the combined action of impact and abrasion. The action mechanism of impact damage and abrasion damage of materials in the grinding process is different, and the ability of [...] Read more.
Most grinding operations are the process of reducing the particle size of ore materials under the combined action of impact and abrasion. The action mechanism of impact damage and abrasion damage of materials in the grinding process is different, and the ability of each constituent mineral of ore to resist impact damage and abrasion damage is different. In order to study the independent action mechanism and interaction law of impact and abrasion in grinding, mineral ores calcite, chalcopyrite, and sphalerite are studied in this paper. The JK drop weight test method and batch grinding test method are used to study the changes and laws of various indexes of three mineral ores under a single impact condition, a single abrasion condition, and the coexistence of the two effects. The results show that the impact crushing parameters of the three mineral ores and the corresponding hardness grade of the ores are related to the particle size. The smaller the particle size of the material, the smaller the value of the impact crushing capacity parameter A × b. The order of impact crushing resistance of the three mineral ores is consistent with the characterization results of ore Mohs hardness. Under the same particle size condition, the order of impact crushing parameter A × b of the three mineral ores is calcite > sphalerite > chalcopyrite. The first-order linear model can better fit the grinding kinetics in the cascading state, and its kinetic parameters are related to ore hardness and feed particle size. The t10 is more suitable to characterize the grinding effect in the dropping state than in the cascading state. Full article
(This article belongs to the Section Mineral Processing and Extractive Metallurgy)
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26 pages, 22388 KiB  
Article
Reservoir Characterization and Genetic Analysis Based on Shale Lithofacies Classification: A Case Study of the Paleogene Shahejie Formation, East China
by Yanli Fu, Zhuang Ruan, Bingsong Yu, Gaofeng Hou, Chenyang Bai and Qiuhong Chang
Minerals 2025, 15(4), 406; https://doi.org/10.3390/min15040406 - 12 Apr 2025
Viewed by 150
Abstract
The quality of shale oil reservoirs is a major factor determining shale oil production capacity. Research on shale oil reservoirs has primarily focused on lithology. However, there has been little research on lithofacies classification. Moreover, there is still a lack of research on [...] Read more.
The quality of shale oil reservoirs is a major factor determining shale oil production capacity. Research on shale oil reservoirs has primarily focused on lithology. However, there has been little research on lithofacies classification. Moreover, there is still a lack of research on potential reservoir differences between different lithofacies and their controlling factors. In this context, the present study aims to classify the lithofacies of shale oil reservoirs in the Paleogene Shahejie Formation of the Jiyang Depression using different methods, including rock core and thin section observations, scanning electron microscopy (SEM) analysis, and X-ray diffraction (XRD). In addition, the characteristics and genesis of the high-quality shale oil reservoirs were studied using three-dimensional micro-CT scanning, low-pressure nitrogen adsorption, high-pressure mercury injection, and core physical property testing. The results showed better physical properties of combined shale and lenticular crystal limestone (C1), continuous parallel planar calcareous mudstone and uncontinuous laminate mudstone (C2), and continuous parallel planar calcareous mudstone and laminate mudstone (C3) compared with those of the other lithofacies; C1 exhibited the best physical properties. These three combined lithofacies consisted mainly of interconnected pores with medium and large pore throats, as well as fractures; the pore size mainly ranged from nanometers to micrometers. The high-quality reservoir conditions in combined lithofacies are the result of both basic sedimentary lithofacies and diagenetic history. The results of the current study provide new ideas and a useful reference for future related studies on mud shale reservoirs. Full article
(This article belongs to the Section Mineral Exploration Methods and Applications)
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19 pages, 11115 KiB  
Article
Machine Learning Algorithm-Based Prediction Model and Software Implementation for Strength Efficiency of Cemented Tailings Fills
by Hui Cao, Aiai Wang, Erol Yilmaz and Shuai Cao
Minerals 2025, 15(4), 405; https://doi.org/10.3390/min15040405 - 11 Apr 2025
Viewed by 272
Abstract
A novel artificial intelligence (AI) application was proposed in the current study to predict CTF’s compressive strength (CS). The database contained six input parameters: the age of curing for specimens (AS), cement–sand ratio (C/S), maintenance temperature (T), additives (EA), additive type (AT), additive [...] Read more.
A novel artificial intelligence (AI) application was proposed in the current study to predict CTF’s compressive strength (CS). The database contained six input parameters: the age of curing for specimens (AS), cement–sand ratio (C/S), maintenance temperature (T), additives (EA), additive type (AT), additive concentration (AC), and one output parameter: CS. Then, adaptive boosting (AdaBoost) was applied to existing AI and soft computing techniques, using AdaBoost, random forest (RF), SVM, and ANN. Data were arbitrarily separated into training (70%) and test (30%) sets. Results confirm that AdaBoost and RF have the best prediction accuracy, with a correlation coefficient (R2) of 0.957 between these sets for AdaBoost. Using Python 3.9 (64-bit), IDLE (Python 3.9 64-bit), and PyQt5 to achieve the machine learning model computation and software function interface development, the application of this software can quickly predict the strength property of CTF specimens, which saves time and costs efficiently for backfill researchers and developing new eco-efficient components. Full article
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15 pages, 5205 KiB  
Article
Discussion on the Geochemical Characteristics and Enrichment Process of Li-Rich Layers in Xian’an Coalfield, Guangxi Province, China
by Li Zhang, Degao Zhang, Fuqiang Zhang, Zhongyue Lin, Jie Sun, Xiaoyun Yan, Huiheng Xu, Shaobo Di, Shaoqing Huang, Xiaotao Xu and Zhuo Zou
Minerals 2025, 15(4), 404; https://doi.org/10.3390/min15040404 - 11 Apr 2025
Viewed by 159
Abstract
As a rare metal, lithium plays a pivotal role in strategic critical metal mineral resources and is one of the critical metals for developing the contemporary social economy. The Li-rich layers in the Xian’an coalfield in Guangxi Province were taken as a typical [...] Read more.
As a rare metal, lithium plays a pivotal role in strategic critical metal mineral resources and is one of the critical metals for developing the contemporary social economy. The Li-rich layers in the Xian’an coalfield in Guangxi Province were taken as a typical study area in this research, the material sources of Li-rich strata were discussed, and the enrichment process of Li-rich layers was revealed through geochemical research methods. The coal seams in this area have abnormal enrichment points with high lithium content, but there is a certain inhomogeneity in the plane and longitudinal distribution. This research studies the causes and material sources around the multi-layer lithium-extruded layers in the longitudinal distribution of coal-based strata. Through mineralogy and geochemical research methods, this research shows that Li-rich mineralization results from the combined action of terrigenous material and volcaniclastic source inputs, water–rock processes, and fluid inputs. The Li-bearing rocks formed over three periods, which are the weathering, sedimentation, and diagenesis stages. Based on factors such as provenance and geological processes, this study analyzes the genesis of Li-rich layers and provides a theoretical basis for the future prospecting of lithium ore deposits. Full article
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16 pages, 8803 KiB  
Article
Time-Dependent Tap Density Modeling of Graphite Milled by Vibrating Disc Mill
by Gülşah Güven, Ugur Ulusoy, Fırat Burat, Behrad Mojtahedi and Guler Bayar
Minerals 2025, 15(4), 403; https://doi.org/10.3390/min15040403 - 11 Apr 2025
Viewed by 261
Abstract
Graphite, which is a key anode material for LIB, needs to have a high tap density (dt) to reach a high volumetric energy density. Since dt is directly correlated with particle size, particle size distribution, and particle shape, it [...] Read more.
Graphite, which is a key anode material for LIB, needs to have a high tap density (dt) to reach a high volumetric energy density. Since dt is directly correlated with particle size, particle size distribution, and particle shape, it can usually be improved by optimized grinding. So, determining the ideal grinding time by modeling the change in dt over grinding time can yield substantial benefits like time, energy, and economy. However, the grinding time-dependent dt modeling of graphite has never been reported before. Therefore, in this study, the relationship between the measured dt values and grinding times of graphite particles by a vibrating disc mill (VDM) was investigated. Then, the empirical time-dependent dt models were established with high R2 values. The experimental and predicted dt values were found to be close to each other. Among all tested fitting models, the exponential model (dt = ae−bt) was found to be the best-fitting model, having the highest R2 and lowest error values. This approach provides guidance in the powder flow and processing of ground mineral materials, in the preparation processes of high-density graphite LIB anode material, as well as in graphite grinding in other mills in the industry, as well as in different electrode materials. Full article
(This article belongs to the Special Issue Comminution and Comminution Circuits Optimisation: 3rd Edition)
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