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Assessing Joint Simulation and Estimation Approaches in Geometallurgical Modeling
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作者 Farzaneh Khorram Gabriel Pais manuel reyes 《Journal of Geoscience and Environment Protection》 2025年第1期316-330,共15页
Given that energy costs are a significant component of overall processing costs in mineral plants, reducing these costs through process optimization or technology adoption enhances the technical and financial feasibil... Given that energy costs are a significant component of overall processing costs in mineral plants, reducing these costs through process optimization or technology adoption enhances the technical and financial feasibility of a deposit. Geometallurgical modeling plays a key role in understanding the relationship between material characteristics, mine planning, and processing stages, ultimately contributing to more efficient resource management and cost reduction in mineral processing. This study aims to develop a block model for evaluating comminution energy consumption (CEC) and identifying blocks with the highest energy usage potential during the grinding process in a specified region. Therefore, by applying advanced geostatistical techniques, including joint estimation and simulation based on geometallurgical data from multiple mineral processing stages, we predict CEC across the study area. The dataset encompasses 2.754 drill samples and a block model with 4.680 blocks. In this effort, imulation techniques, such as Plurigaussian and Turning Bands, provided more realistic outcomes than cokriging, considering the unique characteristics of geometallurgical data and the limitations of kriging methods. 展开更多
关键词 Geometallurgy Multivariate Analysis Plurigaussian Turning Band Method Cokriging
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Local Phase Portraits through the Newton Diagram of a Vector Field
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作者 Antonio ALGABA Isabel CHECA +1 位作者 Cristóbal GARCIA manuel reyes 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2015年第6期1015-1034,共20页
The Newton diagram and, in particular, the lowest-degree quasi-homogeneous terms of an analytic planar vector field allow us to determine the existence of characteristic orbits and separatrices of an isolated singular... The Newton diagram and, in particular, the lowest-degree quasi-homogeneous terms of an analytic planar vector field allow us to determine the existence of characteristic orbits and separatrices of an isolated singular point. We give an easy algorithm for obtaining the local phase portrait near the origin of a bi-dimensional differential system and we provide several examples. 展开更多
关键词 MONODROMY separatrices phase portraits quasi-homogeneous vector field
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