2 citations · 2 across the 5 of their papers we have counts for
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A semi-analytical solution for the lubrication force between two spheres approaching in viscoelastic fluids described by the Oldroyd-B model under small Deborah numbers
Alan Rosales-Romero, Adolfo Vázquez-Quesada, Marco Ellero +1
Viscoelastic fluids play a critical role in various engineering and biological applications, where their lubrication properties are strongly influenced by relaxation times ranging…
A GENERIC-guided active learning SPH method for viscoelastic fluids using Gaussian process regression
Xuekai Dong, David Nieto Simavilla, Jie Ouyang +2
When applying machine learning methods to learn viscoelastic constitutive relations, the polymer history dependence in viscoelastic fluids and the generalization ability of machine…
Hammering at the entropy: A GENERIC-guided approach to learning polymeric rheological constitutive equations using PINNs
David Nieto Simavilla, Andrea Bonfanti, Imanol García de Beristain +2
We present a versatile framework that employs Physics-Informed Neural Networks (PINNs) to discover the entropic contribution that leads to the constitutive equation for the extra-s…