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math.NA2022★ 5 cited
Asymptotic-Preserving Neural Networks for hyperbolic systems with diffusive scaling
Giulia Bertaglia
With the rapid advance of Machine Learning techniques and the deep increase of availability of scientific data, data-driven approaches have started to become progressively popular…
math.NA2022★ 24 cited
Asymptotic-Preserving Neural Networks for multiscale hyperbolic models of epidemic spread
Giulia Bertaglia, Chuan Lu, Lorenzo Pareschi +1
When investigating epidemic dynamics through differential models, the parameters needed to understand the phenomenon and to simulate forecast scenarios require a delicate calibrati…