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Hybrid coupling with numerics-informed neural networks and the overlapping Schwarz alternating method

Chumbipuma, George et al.
arXiv (All) · Papers
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mathematical-physics
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 1
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