output
20102025
most citedDeep learning of thermodynamics-aware reduced-order models from data

96 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing 2020Show all

4 papers · 1 filter

physics.geo-ph2020★ 5 cited

Multiscale modeling of the effective viscoplastic behavior of MgSiO wadsleyite: Bridging atomic and polycrystal scales

O. Castelnau, K. Derrien, S Ritterbex +3

The viscoplastic behavior of polycrystalline MgSiO wadsleyite aggregates, a major high pressure phase of the mantle transition zone of the Earth (depth range: 410 -- 520 km…

cs.CE2020★ 96 cited

Deep learning of thermodynamics-aware reduced-order models from data

Quercus Hernandez, Alberto Badias, David Gonzalez +2

We present an algorithm to learn the relevant latent variables of a large-scale discretized physical system and predict its time evolution using thermodynamically-consistent deep n…

physics.flu-dyn2020

Modelling iceberg capsize in the open ocean

P. Bonnet, V. A. Yastrebov, P. Queutey +6

At near-grounded glacier termini, calving can lead to the capsize of kilometer-scale unstable icebergs. The transient contact force applied by the capsizing iceberg on the glacier…

cs.LG2020★ 89 cited

Structure-preserving neural networks

Quercus Hernández, Alberto Badias, David Gonzalez +2

We develop a method to learn physical systems from data that employs feedforward neural networks and whose predictions comply with the first and second principles of thermodynamics…