activity
20192026
most citedCombining physics-based and data-driven models: advancing the frontiers of research with Scientific Machine Learning

45 citations · 72 across the 7 of their papers we have counts for

collaborators

8 papers

math.NA2026

Algebraic convergence analysis for the Interface Control Domain Decomposition (ICDD) method

Marco Discacciati, Paola Gervasio, Alfio Quarteroni

We develop the convergence analysis of the Interface Control Domain Decomposition (ICDD) method, an overlapping domain decomposition method based on an optimal control framework wi…

math.NA2025★ 45 cited

Combining physics-based and data-driven models: advancing the frontiers of research with Scientific Machine Learning

Alfio Quarteroni, Paola Gervasio, Francesco Regazzoni

Scientific Machine Learning (SciML) is a recently emerged research field which combines physics-based and data-driven models for the numerical approximation of differential problem…

math.NA2024

A coupling concept for Stokes-Darcy systems: the ICDD method

Marco Discacciati, Paola Gervasio

We present a coupling framework for Stokes-Darcy systems valid for arbitrary flow direction at low Reynolds numbers and for isotropic porous media. The proposed method is based on…

cs.MM2022

Let the paintings play

Paola Gervasio, Alfio Quarteroni, Daniele Cassani

In this paper, we introduce a mathematical method to extract similarities between paintings and musical tracks. Our approach is based on the digitalization of both paintings and mu…

math.NA2022★ 3 cited

A reduced order model for domain decompositions with non-conforming interfaces

Elena Zappon, Andrea Manzoni, Paola Gervasio +1

In this paper, we propose a reduced-order modeling strategy for two-way Dirichlet-Neumann parametric coupled problems solved with domain-decomposition (DD) sub-structuring methods.…

math.NA2022★ 20 cited

A matrix-free high-order solver for the numerical solution of cardiac electrophysiology

Pasquale Claudio Africa, Matteo Salvador, Paola Gervasio +2

We propose a matrix-free solver for the numerical solution of the cardiac electrophysiology model consisting of the monodomain nonlinear reaction-diffusion equation coupled with a…

math.AP2021

Some evaluations of the fractional -Laplace operator on radial functions

F. Colasuonno, F. Ferrari, P. Gervasio +1

We face a rigidity problem for the fractional -Laplace operator to extend to this new framework some tools useful for the linear case. It is known that a…

math.NA2019★ 4 cited

The INTERNODES method for the treatment of non-conforming multipatch geometries in Isogeometric Analysis

Paola Gervasio, Federico Marini

In this paper we apply the INTERNODES method to solve second order elliptic problems discretized by Isogeometric Analysis methods on non-conforming multiple patches in 2D and 3D ge…