Adaptive Hybrid Modeling via Schwarz Alternating Coupling and Operator Inference Reduced Order Models
Irina Tezaur, Eric J. Parish, Anthony Gruber et al.
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Hybrid coupling with numerics-informed neural networks and the overlapping Schwarz alternating method
We develop a hybrid modeling framework for coupling pre-trained numerics-informed neural networks (NINNs) with classical full order models (FOMs) using the overlapping Schwarz alternating method. We consider the two-dimensional advection-diffusion equation in the advection-dominated, Peclet-number 10^6 regime. We first...
George Chumbipuma, Irina Tezaur, Alejandro N. Diaz et al.
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