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Francesco Romor
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Non-linear manifold reduced-order models with convolutional autoencoders and reduced over-collocation method
F Romor, G Stabile, G Rozza
Journal of Scientific Computing 94 (3), 74, 2023
42*2023
ATHENA: advanced techniques for high dimensional parameter spaces to enhance numerical analysis
F Romor, M Tezzele, G Rozza
Software Impacts 10, 100133, 2021
152021
Multi‐fidelity data fusion through parameter space reduction with applications to automotive engineering
F Romor, M Tezzele, M Mrosek, C Othmer, G Rozza
International Journal for Numerical Methods in Engineering 124 (23), 5293-5311, 2023
142023
Kernel‐based active subspaces with application to computational fluid dynamics parametric problems using the discontinuous Galerkin method
F Romor, M Tezzele, A Lario, G Rozza
International Journal for Numerical Methods in Engineering 123 (23), 6000-6027, 2022
142022
Multi‐fidelity data fusion for the approximation of scalar functions with low intrinsic dimensionality through active subspaces
F Romor, M Tezzele, G Rozza
PAMM 20 (S1), e202000349, 2021
82021
A local approach to parameter space reduction for regression and classification tasks
F Romor, M Tezzele, G Rozza
arXiv preprint arXiv:2107.10867, 2021
72021
Friedrichs' systems discretized with the Discontinuous Galerkin method: domain decomposable model order reduction and Graph Neural Networks approximating vanishing viscosity …
F Romor, D Torlo, G Rozza
arXiv preprint arXiv:2308.03378, 2023
42023
Chapter 16: Reduction in Parameter Space
M Tezzele, F Romor, G Rozza
Advanced Reduced Order Methods and Applications in Computational Fluid …, 2022
22022
Explicable hyper-reduced order models on nonlinearly approximated solution manifolds of compressible and incompressible Navier-Stokes equations
F Romor, G Stabile, G Rozza
arXiv preprint arXiv:2308.03396, 2023
12023
Generative Models for the Deformation of Industrial Shapes with Linear Geometric Constraints: model order and parameter space reductions
G Padula, F Romor, G Stabile, G Rozza
Computer Methods in Applied Mechanics and Engineering 423, 116823, 2024
2024
Nonlinear Parameter Space and Model Order Reductions enhanced by scientific machine learning
F Romor
SISSA, 2023
2023
Chapter 11: Discontinuous Galerkin-Based Reduced Order Models
A Lario, F Romor, G Rozza
Advanced Reduced Order Methods and Applications in Computational Fluid …, 2022
2022
Il sistema al momento non può eseguire l'operazione. Riprova più tardi.
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