Stefania Fresca

POD-DL-ROM: Enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decomposition

Stefania Fresca, Andrea Manzoni · arXiv (Cornell University) · 2021 · 234 citations · Full text

Deep learning-based reduced order models in cardiac electrophysiology

Stefania Fresca, Andrea Manzoni, Luca Dede’ et al. · PLoS ONE · 2020 · 72 citations · Full text

Reduced Order Modeling, Engineering, Electrical Behavior +13

Reduced order modeling of parametrized systems through autoencoders and SINDy approach: continuation of periodic solutions

Paolo Conti, Giorgio Gobat, Stefania Fresca et al. · Computer Methods in Applied Mechanics and Engineering · 2023 · 65 citations · Full text

Numerical Analysis, Reduced Order Modeling, Engineering +17

Real-Time Simulation of Parameter-Dependent Fluid Flows through Deep Learning-Based Reduced Order Models

Stefania Fresca, Andrea Manzoni · MDPI (MDPI AG) · 2021 · 50 citations · Full text

Deep learning‐based reduced order models for the real‐time simulation of the nonlinear dynamics of microstructures

Stefania Fresca, Giorgio Gobat, Patrick Fedeli et al. · International Journal for Numerical Methods in Engineering · 2022 · 41 citations · Full text

Geometric Learning, Reduced Order Modeling, Engineering +16