Chemical geodynamics insights from a machine learning approach

A Stracke, M Willig, F Genske… - Geochemistry …, 2022 - Wiley Online Library
The radiogenic isotope heterogeneity of oceanic basalts is often assessed using 2D isotope
ratio diagrams. But because the underlying data are at least six dimensional (87Sr/86Sr …

Geochemical fingerprinting of continental and oceanic basalts: A machine learning approach

LS Doucet, MG Tetley, ZX Li, Y Liu… - Earth-Science Reviews, 2022 - Elsevier
Basalts are ubiquitous, mantle-derived mafic rocks found within all tectonic settings.
Studying the chemical composition of basalts has proven to be an effective way to …

A process-oriented approach to mantle geochemistry

A Stracke - Chemical Geology, 2021 - Elsevier
The numerous chemical and isotopic studies of oceanic basalts have shaped our perception
of mantle geochemistry over the last six decades. As partial melts of Earth's mantle, basalts …

Geochemical discrimination and characteristics of magmatic tectonic settings: A machine‐learning‐based approach

K Ueki, H Hino, T Kuwatani - Geochemistry, Geophysics …, 2018 - Wiley Online Library
Geochemically discriminating between magmatism in different tectonic settings remains a
fundamental part of understanding the processes of magma generation within the Earth's …

Geochemical fingerprinting of oceanic basalts with applications to ophiolite classification and the search for Archean oceanic crust

JA Pearce - Lithos, 2008 - Elsevier
Two geochemical proxies are particularly important for the identification and classification of
oceanic basalts: the Th–Nb proxy for crustal input and hence for demonstrating an oceanic …

Decoupled isotopic record of ridge and subduction zone processes in oceanic basalts by independent component analysis

H Iwamori, F Albarède - Geochemistry, Geophysics …, 2008 - Wiley Online Library
Isotopic variability in oceanic basalts indicates possible interactions among multiple mantle
components or geochemical end‐members. Beyond the standard principal component …

A global overview of isotopic heterogeneities in the oceanic mantle

E Rampone, AW Hofmann - Lithos, 2012 - Elsevier
Studies on modern oceanic lithosphere and ophiolites have revealed high degrees of
chemical and isotopic heterogeneity in the mantle, as well as isotopic contrasts between …

Modeling the distribution of isotopic ratios in geochemical reservoirs

JB Kellogg, SB Jacobsen, RJ O'Connell - Earth and Planetary Science …, 2002 - Elsevier
We present an extension of the conventional geochemical reservoir model for the evolution
of the Earth's crust–mantle system in which we calculate not only the mean isotopic ratios …

Comparison of Th, Sr, Nd and Pb isotopes in oceanic basalts: Implications for mantle heterogeneity and magma genesis

KWW Sims, SR Hart - Earth and Planetary Science Letters, 2006 - Elsevier
We report U–Th disequilibria data for a suite of 13 young basaltic samples from the Samoan
Islands, which represent the end-member mantle component EM2, and 4 historic lavas from …

[HTML][HTML] Isotopic heterogeneity of oceanic, arc and continental basalts and its implications for mantle dynamics

H Iwamori, H Nakamura - Gondwana Research, 2015 - Elsevier
In order to discuss material recycling within the mantle, isotopic variability of the young
basalts, which reflect the composition of the mantle, has been investigated based on a large …