machine learning algorithms for calibrating a biotite thermobarometer. Our evaluation on model performance reveals that the thermobarometry derived from extremely randomized trees is the best ...
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In this study, we provide a robust biotite thermobarometer based on machine learning methods. Several potentially useful algorithms have been tested on a carefully collected experimental …
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Removal of the mafic minerals, biotite and hornblende, as well as of minerals from the chlorite group, and concentration of quartz and feldspars in the non-magnetic product was evident, in particular in the size range from 1.18 to 0.212 mm. Quartz was the most effectively recovered non-magnetic mineral, while biotite the most effectively ...
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Olivine, Pyroxene, Amphibole, and Biotite make up this portion of Bowen's Reaction Series. Here's the best way to solve it. Bowen's Reaction Series is a way to describe the s...
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We present a new machine learning method for calculating biotite (sensu lato) structural formula from electron microprobe analysis (EMPA) data, which is based on principal …
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Jinchanshan is a medium-sized, granitoid-hosted gold deposit located in the Kalaqin area of Inner Mongolia. Mineralization predominantly occurs in the contact zone between biotite granites and quartz porphyry rocks, associated with the Jinchanshan minor intrusion, suggesting a genetic link to the granitoid-hosted gold deposit. In this study, the petrography, geochemistry, and LA-ICP …
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In this study, we provide a robust biotite thermobarometer based on machine learning methods. Several potentially useful algorithms have been tested on a carefully …
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Excel spreadsheet for calculating biotite formula from EMPA data. Li X., Zhang C., Behrens H., Holtz F. (2020) Calculating biotite formula from electron microprobe analysis …
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In this study, we applied two machine learning models (XGBoost and LightGBM) to a large geochemical dataset of biotite major element chemistry to discriminate five tectonic settings, namely continental arc, continental …
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