Geochemistry of silicate and oxide inclusions in sublithospheric diamonds

MJ Walter, AR Thomson… - Reviews in Mineralogy …, 2022 - pubs.geoscienceworld.org
Minerals included in diamonds provide direct information about the petrologic and chemical
environment of diamond crystallization. They record information relating to local and …

Pressure and temperature data for diamonds

P Nimis - Reviews in Mineralogy and Geochemistry, 2022 - pubs.geoscienceworld.org
One of the key scientific questions about diamonds is “how are they formed?” To answer this
question, we need to know the diamond-forming reactions and the physicochemical …

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 …

Machine Learning Developments and Applications in Solid‐Earth Geosciences: Fad or Future?

YE Li, D O'malley, G Beroza, A Curtis… - … Research: Solid Earth, 2023 - Wiley Online Library
After decades of low but continuing activity, applications of machine learning (ML) in solid
Earth geoscience have exploded in popularity. This special collection provides a snapshot …

Sublithospheric diamond ages and the supercontinent cycle

S Timmerman, T Stachel, JM Koornneef, KV Smit… - Nature, 2023 - nature.com
Subduction related to the ancient supercontinent cycle is poorly constrained by mantle
samples. Sublithospheric diamond crystallization records the release of melts from …

Slab transport of fluids to deep focus earthquake depths—thermal modeling constraints and evidence from diamonds

SB Shirey, LS Wagner, MJ Walter, DG Pearson… - AGU …, 2021 - Wiley Online Library
The nature and cause of deep earthquakes remain enduring unknowns in the field of
seismology. We present new models of thermal structures of subducted slabs traced to …

Petrogenesis and geodynamic significance of xenolithic eclogites

S Aulbach, KA Smart - Annual Review of Earth and Planetary …, 2023 - annualreviews.org
Kimberlite-borne xenolithic eclogites, typically occurring in or near cratons, have long been
recognized as remnants of Precambrian subducted oceanic crust that have undergone …

Sublithospheric Diamonds: Plate Tectonics from Earth's Deepest Mantle Samples

SB Shirey, DG Pearson, T Stachel… - Annual Review of Earth …, 2024 - annualreviews.org
Sublithospheric diamonds and the inclusions they may carry crystallize in the
asthenosphere, transition zone, or uppermost lower mantle (from 300 to∼ 800 km), and are …

Garnet major-element composition as an indicator of host-rock type: a machine learning approach using the random forest classifier

J Schönig, H von Eynatten… - … to Mineralogy and …, 2021 - Springer
The major-element chemical composition of garnet provides valuable petrogenetic
information, particularly in metamorphic rocks. When facing detrital garnet, information about …

Machine learning investigation of clinopyroxene compositions to evaluate and predict mantle metasomatism worldwide

B Qin, F Huang, S Huang, A Python… - Journal of …, 2022 - Wiley Online Library
Clinopyroxene major and trace element compositions document their physicochemical
evolution and have been widely used to detect mantle metasomatism. Classical methods …