Titlebook: Reduction, Approximation, Machine Learning, Surrogates, Emulators and Simulators; RAMSES Gianluigi Rozza,Giovanni Stabile,Marta D‘Elia Book

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,Data Assimilation with?Deep Neural Nets Informed by?Nudging,Lorenz 63 model for both the continuous and discrete in time models. These results can be directly coupled with estimates for DNNs (whenever available), to derive the overall approximation error estimates of the proposed algorithm.

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,Reduced Order Modelling of?Nonaffine Problems on?Parameterized NURBS Multipatch Geometries,a parameterized setting, where multiple evaluations are performed for a given set of geometrical parameters, and employ the Static Condensation Reduced Basis Element (SCRBE) method. At the common interface between adjacent patches a static condensation procedure is employed, whereas in the interior

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,Reduced Models with?Nonlinear Approximations of?Latent Dynamics for?Model Premixed Flame Problems,the training regime and in regimes where traditional static reduced models, which keep reduced spaces fixed over time and so provide only linear approximations of latent dynamics, fail to make meaningful predictions.

Communicate

Davide Calabrò,Massimiliano Lupo Pasini,Nicola Ferro,Simona Perotto

MANIA

證明無罪

Julien Genovese,Francesco Ballarin,Gianluigi Rozza,Claudio Canuto

ELATE

思想

Anna Ivagnes,Giovanni Stabile,Andrea Mola,Gianluigi Rozza,Traian Iliescu