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 | 43* | 2023 |
ATHENA: advanced techniques for high dimensional parameter spaces to enhance numerical analysis F Romor, M Tezzele, G Rozza Software Impacts 10, 100133, 2021 | 15 | 2021 |
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 | 14 | 2023 |
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 | 14 | 2022 |
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 | 8 | 2021 |
A local approach to parameter space reduction for regression and classification tasks F Romor, M Tezzele, G Rozza arXiv preprint arXiv:2107.10867, 2021 | 7 | 2021 |
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 | 5 | 2023 |
Chapter 16: Reduction in Parameter Space M Tezzele, F Romor, G Rozza Advanced Reduced Order Methods and Applications in Computational Fluid …, 2022 | 2 | 2022 |
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 | 1 | 2023 |
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 |