activity
20202024
most citedViscoelasticNet: A physics informed neural network framework for stress discovery and model selection

35 citations · 94 across the 8 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

physics.flu-dyn2023

Stress and stretching regulate dispersion in viscoelastic porous media flows

Manish Kumar, Derek M. Walkama, Arezoo M. Ardekani +1

In this work, we study the role of viscoelastic instability in the mechanical dispersion of fluid flow through porous media at high Peclet numbers. Using microfluidic experiments a…

physics.flu-dyn2023

Temporal Consistency Loss for Physics-Informed Neural Networks

Sukirt Thakur, Maziar Raissi, Harsa Mitra +1

Physics-informed neural networks (PINNs) have been widely used to solve partial differential equations in a forward and inverse manner using deep neural networks. However, training…