Federico Pichi

31 papers Journal 31

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A Multi-Fidelity Parametric Framework for Reduced-Order Modeling using Optimal Transport-based Interpolation: Applications to Diffused-Interface Two-Phase Flows. CoRR Moaad Khamlich, Niccolò Tonicello, Federico Pichi, Gianluigi Rozza
2026	J	`jnl`	Bifurcation curve detection with deflation for multiparametric PDEs. CoRR Nitin Kumar, Federico Pichi, Gianluigi Rozza
2026	J	`jnl`	Latent Dynamics Graph Convolutional Networks for model order reduction of parameterized time-dependent PDEs. CoRR Lorenzo Tomada, Federico Pichi, Gianluigi Rozza
2025	J	`jnl`	Convergence and Sketching-Based Efficient Computation of Neural Tangent Kernel Weights in Physics-Based Loss. CoRR Max Hirsch, Federico Pichi
2025	J	`jnl`	Deflation-based certified greedy algorithm and adaptivity for bifurcating nonlinear PDEs. Commun. Nonlinear Sci. Numer. Simul. Federico Pichi, Maria Strazzullo
2025	J	`jnl`	Deflation-based certified greedy algorithm and adaptivity for bifurcating nonlinear PDEs. CoRR Federico Pichi, Maria Strazzullo
2025	J	`jnl`	Neural Empirical Interpolation Method for Nonlinear Model Reduction. SIAM J. Sci. Comput. Max Hirsch, Federico Pichi, Jan S. Hesthaven
2025	J	`jnl`	Nonlinear reduction strategies for data compression: a comprehensive comparison from diffusion to advection problems. CoRR Isabella Carla Gonnella, Federico Pichi, Gianluigi Rozza
2025	J	`jnl`	Optimal Transport-Inspired Deep Learning Framework for Slow-Decaying Kolmogorov \({n}\)-Width Problems: Exploiting Sinkhorn Loss and Wasserstein Kernel. SIAM J. Sci. Comput. Moaad Khamlich, Federico Pichi, Gianluigi Rozza
2025	J	`jnl`	Optimal transport-based displacement interpolation with data augmentation for reduced order modeling of nonlinear dynamical systems. J. Comput. Phys. Moaad Khamlich, Federico Pichi, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2025	J	`jnl`	Projection-based reduced order modelling for unsteady parametrized optimal control problems in 3D cardiovascular flows. Comput. Methods Programs Biomed. Surabhi Rathore, Pasquale Claudio Africa, Francesco Ballarin, Federico Pichi, Michele Girfoglio, Gianluigi Rozza
2025	J	`jnl`	ROM for Viscous, Incompressible Flow in Polygons - exponential CoRR Francesco Romor, Federico Pichi, Giovanni Stabile, Gianluigi Rozza, Christoph Schwab
2025	J	`jnl`	Sparse Identification for bifurcating phenomena in Computational Fluid Dynamics. CoRR Lorenzo Tomada, Moaad Khamlich, Federico Pichi, Gianluigi Rozza
2025	J	`jnl`	Time Extrapolation with Graph Convolutional Autoencoder and Tensor Train Decomposition. CoRR Yuanhong Chen, Federico Pichi, Zhen Gao, Gianluigi Rozza
2024	J	`jnl`	A graph convolutional autoencoder approach to model order reduction for parametrized PDEs. J. Comput. Phys. Federico Pichi, Beatriz Moya, Jan S. Hesthaven
2024	J	`jnl`	A stochastic perturbation approach to nonlinear bifurcating problems. CoRR Isabella Carla Gonnella, Moaad Khamlich, Federico Pichi, Gianluigi Rozza
2024	J	`jnl`	GFN: A graph feedforward network for resolution-invariant reduced operator learning in multifidelity applications. CoRR Oisín M. Morrison, Federico Pichi, Jan S. Hesthaven
2024	J	`jnl`	Neural empirical interpolation method for nonlinear model reduction. CoRR Max Hirsch, Federico Pichi, Jan S. Hesthaven
2024	J	`jnl`	Optimal Transport-Based Displacement Interpolation with Data Augmentation for Reduced Order Modeling of Nonlinear Dynamical Systems. CoRR Moaad Khamlich, Federico Pichi, Michele Girfoglio, Annalisa Quaini, Gianluigi Rozza
2024	J	`jnl`	Projection-based Reduced Order Modelling for Unsteady Parametrized Optimal Control Problems in 3D Cardiovascular Flows. CoRR Surabhi Rathore, Pasquale Claudio Africa, Francesco Ballarin, Federico Pichi, Michele Girfoglio, Gianluigi Rozza
2023	J	`jnl`	A graph convolutional autoencoder approach to model order reduction for parametrized PDEs. CoRR Federico Pichi, Beatriz Moya, Jan S. Hesthaven
2023	J	`jnl`	Optimal Transport-inspired Deep Learning Framework for Slow-Decaying Problems: Exploiting Sinkhorn Loss and Wasserstein Kernel. CoRR Moaad Khamlich, Federico Pichi, Gianluigi Rozza
2023	J	`jnl`	Reduced order models for the buckling of hyperelastic beams. CoRR Federico Pichi, Gianluigi Rozza
2021	J	`jnl`	An artificial neural network approach to bifurcating phenomena in computational fluid dynamics. CoRR Federico Pichi, Francesco Ballarin, Gianluigi Rozza, Jan S. Hesthaven
2021	J	`jnl`	Efficient computation of bifurcation diagrams with a deflated approach to reduced basis spectral element method. Adv. Comput. Math. Moreno Pintore, Federico Pichi, Martin W. Hess, Gianluigi Rozza, Claudio Canuto
2021	J	`jnl`	Model order reduction for bifurcating phenomena in Fluid-Structure Interaction problems. CoRR Moaad Khamlich, Federico Pichi, Gianluigi Rozza
2020	J	`jnl`	A Reduced Order Modeling Technique to Study Bifurcating Phenomena: Application to the Gross-Pitaevskii Equation. SIAM J. Sci. Comput. Federico Pichi, Annalisa Quaini, Gianluigi Rozza
2020	J	`jnl`	Driving bifurcating parametrized nonlinear PDEs by optimal control strategies: application to Navier-Stokes equations with model order reduction. CoRR Federico Pichi, Maria Strazzullo, Francesco Ballarin, Gianluigi Rozza
2019	J	`jnl`	A Reduced Order technique to study bifurcating phenomena: application to the Gross-Pitaevskii equation. CoRR Federico Pichi, Annalisa Quaini, Gianluigi Rozza
2019	J	`jnl`	Efficient computation of bifurcation diagrams with a deflated approach to reduced basis spectral element method. CoRR Moreno Pintore, Federico Pichi, Martin W. Hess, Gianluigi Rozza, Claudio Canuto
2019	J	`jnl`	Reduced Basis Approaches for Parametrized Bifurcation Problems held by Non-linear Von Kármán Equations. J. Sci. Comput. Federico Pichi, Gianluigi Rozza