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20232026
most citedA brief review of Reduced Order Models using intrusive and non-intrusive techniques

1 citations · 1 across the 4 of their papers we have counts for

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math.NA2026

Active Subspace-Guided Free-Form Deformation with Sinkhorn Autoencoders for Reduced-Order Modelling of Parametrised Shape Problems

G. Padula, C. Giovannini, G. Rozza +1

Geometrically parametrised PDEs arise in shape optimisation, where solving a PDE over many deformed domains at manageable cost is a central challenge. Free-form Deformation (FFD) p…

math.NA2026

A Quadratic Order Reduction -- Gaussian Process Ordinary Differential Equation framework for the inference of Large Continuous Dynamical Systems

Guglielmo Padula, Michele Girfoglio, Gianluigi Rozza

Forecasting the evolution of complex dynamical systems remains a fundamentally challenging task, primarily due to pronounced nonlinear interactions, high-dimensional state spaces,…