Skip to main content

Research Repository

Advanced Search

Outputs (2)

Structure and properties of alkali aluminosilicate glasses and melts: insights from deep learning (2021)
Journal Article
Le Losq, C., Valentine, A., Mysen, B. O., & Neuville, D. R. (2021). Structure and properties of alkali aluminosilicate glasses and melts: insights from deep learning. Geochimica et Cosmochimica Acta, 314, 27-54. https://doi.org/10.1016/j.gca.2021.08.023

Aluminosilicate glasses and melts are of paramount importance for geo- and materials sciences. They include most magmas, and are used to produce a wide variety of everyday materials, from windows to smartphone displays. Despite this importance, no ge... Read More about Structure and properties of alkali aluminosilicate glasses and melts: insights from deep learning.

Inferring material properties of the lower mantle minerals using Mixture Density Networks (2021)
Journal Article
Rijal, A., Cobden, L., Trampert, J., Jackson, J. M., & Valentine, A. (2021). Inferring material properties of the lower mantle minerals using Mixture Density Networks. Physics of the Earth and Planetary Interiors, 319, Article 106784. https://doi.org/10.1016/j.pepi.2021.106784

Interpretation of information available from seismic data in terms of temperature and composition requires an understanding of the physical properties of minerals, in particular, the elastic properties of candidate Earth minerals at the relevant (her... Read More about Inferring material properties of the lower mantle minerals using Mixture Density Networks.