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i-Melt is a machine learning model of the properties of aluminosilicate melts and glasses

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charlesll/i-melt

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i-Melt

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i-Melt is a physics-guided neural network model, that combines deep neural networks with physical equations to predict the structural, thermodynamic and dynamic properties of aluminosilicate melts and glasses.

Software Contributors

Charles Le Losq, University Paris Cité, Institut de physique du globe de Paris, lelosq@ipgp.fr

Barbara Baldoni, University Paris Cité, Institut de physique du globe de Paris, baldoni@ipgp.fr

Andrew P. Valentine, Durham University, andrew.valentine@durham.ac.uk