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math.NA2022★ 5 cited
A stochastic Galerkin method with adaptive time-stepping for the Navier-Stokes equations
Bedřich Sousedík, Randy Price
We study the time-dependent Navier-Stokes equations in the context of stochastic finite element discretizations. Specifically, we assume that the viscosity is a random field given…
cs.LG2022
NINNs: Nudging Induced Neural Networks
Harbir Antil, Rainald Löhner, Randy Price
New algorithms called nudging induced neural networks (NINNs), to control and improve the accuracy of deep neural networks (DNNs), are introduced. The NINNs framework can be applie…