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Machine learning thermobarometry for biotite‐bearing magmas
X Li, C Zhang - Journal of Geophysical Research: Solid Earth, 2022 - Wiley Online Library
Biotite (sensu lato) is a widespread rock‐forming mineral in magmatic rocks that can be
stable in a broad range of pressure and temperature, but appropriate biotite thermometers or …
stable in a broad range of pressure and temperature, but appropriate biotite thermometers or …
The italian quaternary volcanism
The peninsular and insular Italy are punctuated by Quaternary volcanoes and their rocks
constitute an important aliquot of the Italian Quaternary sedimentary successions. Also away …
constitute an important aliquot of the Italian Quaternary sedimentary successions. Also away …
Machine learning thermo‐barometry: Application to clinopyroxene‐bearing magmas
We introduce a new approach, based on machine learning, to estimate pre‐eruptive
temperatures and storage depths using clinopyroxene‐melt pairs and clinopyroxene‐only …
temperatures and storage depths using clinopyroxene‐melt pairs and clinopyroxene‐only …
Clinopyroxene–liquid thermometers and barometers specific to alkaline differentiated magmas
We present new thermometers and barometers based on clinopyroxene–liquid equilibria
specific to alkaline differentiated magmas. The new models were calibrated through the …
specific to alkaline differentiated magmas. The new models were calibrated through the …
A machine learning‐based approach to clinopyroxene thermobarometry: Model optimization and distribution for use in Earth sciences
Thermobarometry is a fundamental tool to quantitatively interrogate magma plumbing
systems and broaden our appreciation of volcanic processes. Developments in random …
systems and broaden our appreciation of volcanic processes. Developments in random …
A review of the lattice strain and electrostatic effects on trace element partitioning between clinopyroxene and melt: Applications to magmatic systems saturated with …
The purpose of this review study is to reappraise in a more comprehensive form the
thermodynamic principles behind the partitioning of trace elements between clinopyroxene …
thermodynamic principles behind the partitioning of trace elements between clinopyroxene …
Petrological insights into the storage conditions, and magmatic processes that yielded the centennial 2010 Merapi explosive eruption
To understand the processes that made the 2010 eruption of Merapi much larger and more
explosive than most dome-forming eruptions of the past century, we investigated the …
explosive than most dome-forming eruptions of the past century, we investigated the …
Magma–Carbonate Interaction Processes and Associated CO2 Release at Merapi Volcano, Indonesia: Insights from Experimental Petrology
There is considerable evidence for continuing, late-stage interaction between the magmatic
system at Merapi volcano, Indonesia, and local crustal carbonate (limestone). Calc-silicate …
system at Merapi volcano, Indonesia, and local crustal carbonate (limestone). Calc-silicate …
The role of undercooling during clinopyroxene growth in trachybasaltic magmas: Insights on magma decompression and cooling at Mt. Etna volcano
Isothermal and undercooling experiments were conducted on one of the most primitive
trachybasalts from Mt. Etna volcano in order to examine the crystallization mechanisms …
trachybasalts from Mt. Etna volcano in order to examine the crystallization mechanisms …
Role of volatiles in highly explosive basaltic eruptions
Water and carbon dioxide are the most abundant volatile components in terrestrial magmas.
As they exsolve into magmatic vapour, they promote magma buoyancy, accelerating ascent …
As they exsolve into magmatic vapour, they promote magma buoyancy, accelerating ascent …