Publications

Francesco Romor, Davide Torlo, Gianluigi Rozza (2025). Friedrichs' systems discretized with the DGM: domain decomposable model order reduction and Graph Neural Networks approximating vanishing viscosity solutions. Journal of Computational Physics.

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Francesco Romor, Giovanni Stabile, Gianluigi Rozza (2025). Explicable hyper-reduced order models on nonlinearly approximated solution manifolds of compressible and incompressible Navier-Stokes equations. Journal of Computational Physics.

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Guglielmo Padula, Francesco Romor, Gianluigi Rozza (2023). Generative models for the deformation of industrial shapes with linear geometric constraints: Model order and parameter space reductions. Computer Methods in Applied Mechanics and Engineering.

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Francesco Romor, Giovanni Stabile, Gianluigi Rozza (2023). Non-linear Manifold Reduced-Order Models with Convolutional Autoencoders and Reduced Over-Collocation Method. Journal of Scientific Computing.

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Francesco Romor, Davide Torlo, Gianluigi Rozza (2022). Multi-fidelity data fusion through parameter space reduction with applications to automotive engineering. International Journal for Numerical Methods in Engineering.

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Francesco Romor, Marco Tezzele, Gianluigi Rozza (2022). A Local Approach to Parameter Space Reduction for Regression and Classification Tasks. Journal of Scientific Computing.

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Francesco Romor, Marco Tezzele, Andrea Lario, Gianluigi Rozza (2022). Kernel-based active subspaces with application to computational fluid dynamics parametric problems using the discontinuous Galerkin method. International Journal for Numerical Methods in Engineering.

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