Welcome to i-Melt’s documentation!

Copyright (2021) C. Le Losq and co.

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

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

The i-Melt project

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.

The project is hosted on Github, a Streamlit web calculator is available and you can read the paper explaining the model here!

Indices and tables