activity
20152026
most citedVariational Physics Informed Neural Networks: the role of quadratures and test functions

75 citations · 369 across the 32 of their papers we have counts for

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Showing 2022Show all

8 papers · 1 filter

math.NA2022

Weak scalability of domain decomposition methods for discrete fracture networks

Stefano Berrone, Tommaso Vanzan

Discrete Fracture Networks (DFNs) are complex three-dimensional structures characterized by the intersections of planar polygonal fractures, and are used to model flows in fracture…

q-bio.TO2022

An optimization based 3D-1D coupling strategy for tissue perfusion and chemical transport during tumor-induced angiogenesis

Stefano Berrone, Chiara Giverso, Denise Grappein +2

A new mathematical model and numerical approach are proposed for the simulation of fluid and chemical exchanges between a growing capillary network and the surrounding tissue, in t…

math.NA2022★ 67 cited

Enforcing Dirichlet boundary conditions in physics-informed neural networks and variational physics-informed neural networks

S. Berrone, C. Canuto, M. Pintore +1

In this paper, we present and compare four methods to enforce Dirichlet boundary conditions in Physics-Informed Neural Networks (PINNs) and Variational Physics-Informed Neural Netw…

math.NA2022★ 1 cited

Mesh Quality Agglomeration algorithm for the Virtual Element Method applied to Discrete Fracture Networks

Tommaso Sorgente, Fabio Vicini, Stefano Berrone +3

We propose a quality-based optimization strategy to reduce the total number of degrees of freedom associated to a discrete problem defined over a polygonal tessellation with the Vi…

math.NA2022★ 29 cited

Solving PDEs by Variational Physics-Informed Neural Networks: an a posteriori error analysis

Stefano Berrone, Claudio Canuto, Moreno Pintore

We consider the discretization of elliptic boundary-value problems by variational physics-informed neural networks (VPINNs), in which test functions are continuous, piecewise linea…

math.NA2022

A PDE-constrained optimization method for 3D-1D coupled problems with discontinuous solutions

Stefano Berrone, Denise Grappein, Stefano Scialò

A numerical method for coupled 3D-1D problems with discontinuous solutions at the interfaces is derived and discussed. This extends a previous work on the subject where only contin…