75 citations · 79 across the 5 of their papers we have counts for
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physics.comp-ph2023★ 2 cited
A Hybrid Deep Neural Operator/Finite Element Method for Ice-Sheet Modeling
QiZhi He, Mauro Perego, Amanda A. Howard +2
One of the most challenging and consequential problems in climate modeling is to provide probabilistic projections of sea level rise. A large part of the uncertainty of sea level p…
physics.comp-ph2020★ 75 cited
Learning Unknown Physics of non-Newtonian Fluids
Brandon Reyes, Amanda A. Howard, Paris Perdikaris +1
We extend the physics-informed neural network (PINN) method to learn viscosity models of two non-Newtonian systems (polymer melts and suspensions of particles) using only velocity…