Segui
Stefania Fresca
Stefania Fresca
MOX - Dipartimento di Matematica, Politecnico di Milano
Email verificata su polimi.it - Home page
Titolo
Citata da
Citata da
Anno
A comprehensive deep learning-based approach to reduced order modeling of nonlinear time-dependent parametrized PDEs
S Fresca, L Dede’, A Manzoni
Journal of Scientific Computing 87, 1-36, 2021
2022021
POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decomposition
S Fresca, A Manzoni
Computer Methods in Applied Mechanics and Engineering 388, 114181, 2022
1752022
Deep learning-based reduced order models in cardiac electrophysiology
S Fresca, A Manzoni, L Ded, A Quarteroni
PLOS ONE 15 (10), 1-32, 2020
682020
Real-time simulation of parameter-dependent fluid flows through deep learning-based reduced order models
S Fresca, A Manzoni
Fluids 6 (7), 2021
372021
POD-Enhanced Deep Learning-Based Reduced Order Models for the Real-Time Simulation of Cardiac Electrophysiology in the Left Atrium
S Fresca, A Manzoni, L Ded, A Quarteroni
Frontiers in physiology, 1431, 2021
342021
Reduced order modeling of nonlinear microstructures through Proper Orthogonal Decomposition
G Gobat, A Opreni, S Fresca, A Manzoni, A Frangi
Mechanical Systems and Signal Processing 171, 108864, 2022
262022
Deep learning‐based reduced order models for the real‐time simulation of the nonlinear dynamics of microstructures
S Fresca, G Gobat, P Fedeli, A Frangi, A Manzoni
International Journal for Numerical Methods in Engineering 123 (20), 4749-4777, 2022
212022
Deep-HyROMnet: A deep learning-based operator approximation for hyper-reduction of nonlinear parametrized PDEs
L Cicci, S Fresca, A Manzoni
Journal of Scientific Computing 93 (2), 57, 2022
202022
Reduced order modeling of parametrized systems through autoencoders and SINDy approach: continuation of periodic solutions
P Conti, G Gobat, S Fresca, A Manzoni, A Frangi
Computer Methods in Applied Mechanics and Engineering 411, 116072, 2023
162023
Approximation bounds for convolutional neural networks in operator learning
NR Franco, S Fresca, A Manzoni, P Zunino
Neural Networks 161, 129-141, 2023
152023
Efficient approximation of cardiac mechanics through reduced‐order modeling with deep learning‐based operator approximation
L Cicci, S Fresca, A Manzoni, A Quarteroni
International Journal for Numerical Methods in Biomedical Engineering 40 (1…, 2024
92024
Long-time prediction of nonlinear parametrized dynamical systems by deep learning-based reduced order models
S Fresca, F Fatone, A Manzoni
Mathematics in Engineering 5 (6), 1-36, 2023
8*2023
Projection-based reduced order models for parameterized nonlinear time-dependent problems arising in cardiac mechanics
L Cicci, S Fresca, S Pagani, A Manzoni, A Quarteroni
Mathematics in Engineering 5 (2), 1-38, 2023
82023
Reduced Order Modeling of Nonlinear Vibrating Multiphysics Microstructures with Deep Learning-Based Approaches
G Gobat, S Fresca, A Manzoni, A Frangi
Sensors 23 (6), 3001, 2023
6*2023
Error estimates for POD-DL-ROMs: a deep learning framework for reduced order modeling of nonlinear parametrized PDEs enhanced by proper orthogonal decomposition
S Brivio, S Fresca, NR Franco, A Manzoni
arXiv preprint arXiv:2305.04680, 2023
42023
Uncertainty quantification for nonlinear solid mechanics using reduced order models with Gaussian process regression
L Cicci, S Fresca, M Guo, A Manzoni, P Zunino
arXiv preprint arXiv:2302.08216, 2023
42023
Deep learning-based surrogate models for parametrized PDEs: Handling geometric variability through graph neural networks
NR Franco, S Fresca, F Tombari, A Manzoni
Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (12), 2023
12023
Modelling the Periodic Response of Micro-Electromechanical Systems through Deep Learning-Based Approaches
G Gobat, A Baronchelli, S Fresca, A Frangi
Actuators 12 (7), 278, 2023
12023
Reduced order modeling of the cardiac function across the scales
L Cicci, S Fresca, E Zappon, S Pagani, F Regazzoni, A Manzoni, ...
Reduced Order Models for the Biomechanics of Living Organs, 403-433, 2023
12023
Long-time prediction of nonlinear parametrized dynamical systems by deep learning-based ROMs
S Fresca, F Fatone, A Manzoni
The Symbiosis of Deep Learning and Differential Equations, 2021
12021
Il sistema al momento non pu eseguire l'operazione. Riprova pi tardi.
Articoli 1–20