most citedSolving petrological problems through machine learning: the study case of tectonic discrimination using geochemical and isotopic data

112 citations · 266 across the 5 of their papers we have counts for

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physics.geo-ph201834 cited

Tracking plumbing system dynamics at the Campi Flegrei caldera, Italy: High-resolution trace element mapping of the Astroni crystal cargo

Rebecca L. Astbury, Maurizio Petrelli, Teresa Ubide +4

The Campi Flegrei caldera (southern Italy) is one of the most hazardous volcanic systems on Earth, having produced >60 eruptions in the past 15 ka. The caldera remains active and i…

physics.geo-ph201834 cited

Titanite-bearing calc-silicate rocks constrain timing, duration and magnitude of metamorphic CO2 degassing in the Himalayan belt

Giulia Rapa, Chiara Groppo, Franco Rolfo +3

The pressure, temperature, and timing (PTt) conditions at which CO2 was produced during the Himalayan prograde metamorphism have been constrained, focusing on the most abundant cal…

physics.geo-ph2018

Diffusive exchange of trace elements between alkaline melts: implications for element fractionation and timescale estimations during magma mixing

Diego González-García, Maurizio Petrelli, Harald Behrens +4

The diffusive exchange of 30 trace elements during the interaction of natural mafic and silicic alkaline melts was experimentally studied at conditions relevant to shallow magmatic…

physics.geo-ph2018

Syneruptive sequential fragmentation of pyroclasts from fractal modeling of grain size distributions of fall deposits: The Cretaio Tephra eruption (Ischia Island, Italy)

Joali Paredes-Mariño, Daniele Morgavi, Mauro Di Vito +5

In this work we used fractal statistics in order to decipher the mechanisms acting during explosive volcanic eruptions by studying the grain size distribution (GSD) of natural pyro…

physics.geo-ph201755 cited

High spatial resolution trace element determination of geological samples by laser ablation quadrupole plasma mass spectrometry: implications for glass analysis in volcanic products

Maurizio Petrelli, Kathrin Laeger, Diego Perugini

Increasing the spatial resolution of Laser Ablation Inductively Coupled Plasma Mass Spectrometry (LA-ICP-MS) is a challenge in microanalysis of geological samples. Smaller sizes fo…

physics.geo-ph2017112 cited

Solving petrological problems through machine learning: the study case of tectonic discrimination using geochemical and isotopic data

Maurizio Petrelli, Diego Perugini

Machine learning methods are evaluated to study the intriguing and debated topic of discrimination among different tectonic environments using geochemical and isotopic data. Volcan…