66 citations · 89 across the 14 of their papers we have counts for
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physics.flu-dyn2022★ 1 cited
Using Conservation Laws to Infer Deep Learning Model Accuracy of Richtmyer-meshkov Instabilities
Charles F. Jekel, Dane M. Sterbentz, Sylvie Aubry +3
Richtmyer-Meshkov Instability (RMI) is a complicated phenomenon that occurs when a shockwave passes through a perturbed interface. Over a thousand hydrodynamic simulations were per…
cs.LG2022★ 5 cited
Neural Network Layers for Prediction of Positive Definite Elastic Stiffness Tensors
Charles F. Jekel, Kenneth E. Swartz, Daniel A. White +2
Machine learning models can be used to predict physical quantities like homogenized elasticity stiffness tensors, which must always be symmetric positive definite (SPD) based on co…