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"Calculating biotite formula from electron microprobe …
Semantic Scholar extracted view of ""Calculating biotite formula from electron microprobe analysis data using a machine learning method based on principal components regression" by Li et al. (Lithos 356–357 (2020) 105371) - A discussion" by A. Baidya et al.
Biotite Group – WGNHS – UW–Madison
Biotite refers to a group of common rock-forming minerals forming a series between phlogopite and annite. The name is best used as a field name for dark micas for which the exact composition has not been determined. It is found in a variety of occurrences. It occurs in plutonic igneous rocks ranging from granites to gabbronorite to syenites. Large …
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Calculating biotite formula from electron microprobe analysis …
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 components regression (PCR) of a dataset consisting of 155 fully analyzed biotite references that have chemistry and crystal structure refinement. The dataset is randomly …
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Discriminating Tectonic Setting of Igneous Rocks Using Biotite …
The composition of igneous biotite is a potential indicator of the geologic environment of its host rock. Here, we apply two machine learning models−eXtreemly Greedy tree Boosting (XGBoost) and light gradient boosting machine (LightGBM) to classify biotite in igneous rocks from five tectonic settings−oceanic intraplate, …
Characterization of biotite and amphibole compositions in …
Accessory and minor phases are frequently used to infer the composition and intensive parameters of magmas. In granites, the most common ferromagnesian phases are biotite and amphibole, which raises the question as to what compositional domains are present among these phases and how do those domains relate to granite composition. …
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Biotite Mica : Properties, Formation, Ocurrence …
Biotite is the most common mica mineral and also known as black mica, a silicate mineral in the common mica group. Approximate chemical formula K (Mg, Fe). ... Muscovite: Muscovite is generally …
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Biotite Mining | Processing Equipment | Flow Chart …
Biotite Mining. Biotite is black magnesium/iron-based mica of low commercial value. It appears in the form of thin sheets which generally range from 0.003 mm to 0.1 mm in thickness. The high iron content, …
Geochemical and Geochronological …
The Detour Lake deposit is at a faulted contact between mafic volcanic and siliciclastic to volcaniclastic rocks, differing from other orogenic Au deposits in the dominantly greenschist facies Abitibi region, …
Discriminating Tectonic Setting of Igneous Rocks …
The composition of igneous biotite is a potential indicator of the geologic environment of its host rock. Here, we apply two machine learning models−eXtreemly Greedy tree Boosting (XGBoost) and light …
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Machine Learning Thermobarometry for Biotite-Bearing …
4.3. Applications to Volcanic Systems. The machine learning biotite thermobarometer has been applied for three different biotite-bearing volcanic systems from three typical …
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IMPACT OF BIOTITE AND MUSCOVITE IN MICACEOUS …
Small pieces of mica are used in the rubber industry, for making dyes, for lubricating machines and for decorating standards etc. Asbestos is a good conductor of heat and a bad conductor of ...
Calculating biotite formula from electron microprobe …
We present a new machine learning method for calculating biotite (sensu lato) structural formula from electron microprobe analysis (EMPA) data, which is based …
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Calculating biotite formula from electron microprobe analysis …
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 components regression (PCR) of a dataset consisting of 155 fully analyzed biotite references that have chemistry and crystal structure refinement. The dataset is …
Calculating biotite formula from electron microprobe …
et al., 2001). In this paper, we present a PCR-based machine learning method, trained and tested upon a large reference dataset of well-characterized biotites, for calculating biotite formula from routine EMPA data. 2. Biotite structure and cation assignment Biotite (sensulato), includingphlogopite and biotite (sensu stricto),
Biotite composition as a tracer of fluid evolution and …
Porphyry Cu-Mo deposits are magmatic-hydrothermal deposits in which sulfide and oxide minerals precipitate from aqueous solutions. However, many questions …
Calculating biotite formula from electron microprobe …
In a recent study, a machine learning-based method has been proposed to calculate Fe 3+ in biotite, which may be used in hydrothermal biotites (Li et al., 2020). …
"Calculating biotite formula from electron microprobe …
1. Introduction. Li et al. (2020) recently presented a new machine learning method for calculating biotite (sensu lato) structural formulae from major element oxide data obtained from electron microprobe analyses.They provided a user-friendly Microsoft© Excel spreadsheet for biotite formula calculation and concluded that in comparison with …
Biotite Processing | Equipment, Process Flow, …
Uses. The high iron content, which imparts dark colors, rules out biotite from many industrial uses. However, because biotite is abundant in granitic rocks, pegmatites, and schists that are also associated with the more …
Biotite as a petrogenetic discriminator: Chemical insights from …
Biotite is a widely used mineral in geochronological methods (e.g., 40 Ar/ 39 Ar, K/Ar, and K-Rb). However, biotite Ar-Ar and K-Ar dating methods are susceptible to metamorphic resetting due to Ar loss during open-system thermal events (e.g., Dickin, 2018); especially biotite with low blocking temperatures of ~400 °C for the Rb-Sr system ...
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