FR
Francesco Romor
cs.NAmath.NAstat.MLcs.LGactive subspacescs.CEdimension reductiondiscontinuous Galerkinkernel methodsphysics.flu-dyn
On Valency
published · living versionsW_gaxqf2jv·v1 · currentpublished
Synthetic Dataset Generation, Physical Consistency and Active Learning for Shape-Informed Surrogate Modeling of Hemodynamics
with Richard Schussnig, Charles A. Taylor, Gerhard A. Holzapfel, Alfonso Caiazzo
1 version
W_etqye4cu·v1published
Preprints & journals
15 papers in the corpus · 2020–2026Inverse domain uncertainty quantification in hemodynamics: sampling virtual patient cohorts under constraints2610.27869v1 · Francesco Romor, Jose Rodrigo Rojo-Garcia, Andr'e-Alexander Zepernick et al.2026 · 0 citationsarXivon Valency
Synthetic Dataset Generation, Physical Consistency and Active Learning for Shape-Informed Surrogate Modeling of Hemodynamics2610.27130v1 · Francesco Romor, Richard Schussnig, Charles A. Taylor et al.2026 · 0 citationsarXivon Valency
LDDMM stochastic interpolants: an application to domain uncertainty quantification in hemodynamics2603.28324v1 · Sarah Katz, Francesco Romor, Jia-Jie Zhu et al.2026 · 0 citationsarXiv
ROM for Viscous, Incompressible Flow in Polygons -- exponential -width bounds and convergence rate2512.22567v1 · Francesco Romor, Federico Pichi, Giovanni Stabile et al.2025 · 0 citationsarXiv
Efficient Numerical Strategies for Entropy-Regularized Semi-Discrete Optimal Transport2507.23602v1 · Moaad Khamlich, Francesco Romor, Gianluigi Rozza2025 · 1 citationarXiv
Data assimilation performed with robust shape registration and graph neural networks: application to aortic coarctation2502.12097v1 · Francesco Romor, Felipe Galarce, Jan Bruning et al.2025 · 1 citationarXiv
Friedrichs' systems discretized with the Discontinuous Galerkin method: domain decomposable model order reduction and Graph Neural Networks approximating vanishing viscosity solutions2308.03378v1 · Francesco Romor, Davide Torlo, Gianluigi Rozza2023 · 0 citationsarXiv
Explicable hyper-reduced order models on nonlinearly approximated solution manifolds of compressible and incompressible Navier-Stokes equations2308.03396v1 · Francesco Romor, Giovanni Stabile, Gianluigi Rozza2023 · 13 citationsarXiv
Generative Models for the Deformation of Industrial Shapes with Linear Geometric Constraints: model order and parameter space reductions2308.03662v1 · Guglielmo Padula, Francesco Romor, Giovanni Stabile et al.2023 · 9 citationsarXiv
Kernel-based active subspaces with application to computational fluid dynamics parametric problems using the discontinuous Galerkin method.36632376 · Romor, Francesco, Tezzele, Marco, Lario, Andrea et al.2024 · 16 citationsInternational journal for numerical methods in engineering. 2022;123(23):6000-6027
Non-linear manifold ROM with Convolutional Autoencoders and Reduced Over-Collocation method2203.00360v1 · Francesco Romor, Giovanni Stabile, Gianluigi Rozza2022 · 74 citationsarXiv
Multi-fidelity data fusion through parameter space reduction with applications to automotive engineering2110.14396v3 · Francesco Romor, Marco Tezzele, Markus Mrosek et al.2021 · 19 citationsarXiv
A local approach to parameter space reduction for regression and classification tasks2107.10867v3 · Francesco Romor, Marco Tezzele, Gianluigi Rozza2021 · 8 citationsarXiv
ATHENA: Advanced Techniques for High Dimensional Parameter Spaces to Enhance Numerical Analysis2105.06713v2 · Francesco Romor, Marco Tezzele, Gianluigi Rozza2021 · 16 citationsarXiv
Multi-fidelity data fusion for the approximation of scalar functions with low intrinsic dimensionality through active subspaces2010.08349v1 · Francesco Romor, Marco Tezzele, Gianluigi Rozza2020 · 5 citationsarXiv
Career total: 21 works. 15 are in this corpus.
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