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A Machine Learning-Based Approach to Clinopyroxene Thermobarometry: Model Optimization and Distribution for Use in Earth Sciences [PDF]
Journal of Geophysical Research: Solid Earth, 2022 Thermobarometry is a fundamental tool to quantitatively interrogate magma plumbing systems and broaden our appreciation of volcanic processes. Developments in random forest‐based machine learning lend themselves to a data‐driven approach to clinopyroxene
Maurizio Petrelli +2 more
exaly +3 more sources
Annual Review of Earth and Planetary Sciences, 2023 Upon exhumation and cooling, contrasting compressibilities and thermal expansivities induce differential strains (volume mismatches) between a host crystal and its inclusions. These strains can be quantified in situ using Raman spectroscopy or X-ray diffraction.
Kohn M. J. +2 more
core +4 more sources
The Influence of Undercooling and Sector Zoning on Clinopyroxene–Melt Equilibrium and Thermobarometry [PDF]
Journal of Petrology, 2023 Abstract Thermobarometry provides a critical means of assessing locations of magma storage and dynamics in the lead-up to volcanic eruptions and crustal growth. A common approach is to utilise minerals that have compositions sensitive to changes in pressure and/or temperature, such as clinopyroxene, which is ubiquitous in mafic to ...
Alice MacDonald +4 more
openaire +5 more sources
Thermobar: An open-source Python3 tool for thermobarometry and hygrometry
Volcanica, 2022 We present Thermobar, a new open-source Python3 package for calculating pressures, temperatures, and melt compositions from mineral and mineral-melt equilibrium.
Penny Wieser +6 more
doaj +3 more sources
THERMOBAROMETRY OF DEPLETED PERIDOTITES
Геодинамика и тектонофизикаAn assessment was made of the possibility of using olivine thermobarometry for xenoliths of depleted peridotites from the Udachnaya pipe (Yakutia), represented by 76 megacrystalline dunites and 5 megacrystalline harzburgites.
L. N. Pokhilenko +2 more
doaj +2 more sources
Journal of Metamorphic Geology, 2023 AbstractEclogite thermobarometry is crucial for constraining the depths and temperatures to which oceanic and continental crust subduct. However, obtaining the pressure and temperature (P–T) conditions of eclogites is complex as they commonly display high‐variance mineral assemblages, and the mineral compositions only vary slightly with P–T.
David Hernández‐Uribe +2 more
openaire +3 more sources
Geophysical Research LettersComprehending the temperature distribution within Earth's lithospheric mantle is of paramount importance for understanding the dynamics of Earth's interior.
Ben Qin +5 more
doaj +4 more sources
Geochemistry, Geophysics, Geosystems, 2020 Elastic thermobarometry can be used to constrain the pressure and temperature conditions of mineral crystallization by exploiting the difference in the elastic evolution of a mineral inclusion and its host during cooling and decompression.
Miguel Cisneros, Kenneth S. Befus
exaly +2 more sources
Fluid Inclusion Thermobarometry as a Tracer for Magmatic Processes
Reviews in Mineralogy and Geochemistry, 2008 Fluid inclusions in minerals may form in any type of volcanic or plutonic rock ranging from mafic to silicic compositions. Because all igneous rocks reach fluid saturation at some stage during their evolution, fluids trapped as inclusions in magmatic minerals belong to a certain paragenesis or phase assemblage, which may include minerals, melts and one
T. H. Hansteen, A. Klugel
core +4 more sources
Volcanica, 2023 Quantifying the depths and temperatures from which igneous rocks are derived is an important step in understanding volcanic, magmatic and mantle processes.
Fergus McNab, Patrick Ball
doaj +1 more source