96 citations · 335 across the 12 of their papers we have counts for
Showing cs.CEShow all
2 papers · 1 filter
cs.CE2021★ 14 cited
PGD-based advanced nonlinear multiparametric regressions for constructing metamodels at the scarce-data limit
Abel Sancarlos, Victor Champaney, Jean-Louis Duval +2
Regressions created from experimental or simulated data enable the construction of metamodels, widely used in a variety of engineering applications. Many engineering problems invol…
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…