activity
20242026
most citedPhase-Field Modeling of Fracture with Physics-Informed Deep Learning

3 citations · 3 across the 2 of their papers we have counts for

collaborators

8 papers

cs.CE2026

On phase-field regularization in dynamic fracture with brittle and cohesive formulations

Jonas Heinzmann, Francesco Vicentini, Pietro Carrara +1

Phase-field models of fracture are widely used for simulating crack nucleation and propagation, yet the role of the phase-field regularization in the dynamic regime is not fully un…

cs.LG2026

Imposing Boundary Conditions on Neural Operators via Learned Function Extensions

Sepehr Mousavi, Siddhartha Mishra, Laura De Lorenzis

Neural operators have emerged as powerful surrogates for the solution of partial differential equations (PDEs), yet their ability to handle general, highly variable boundary condit…

physics.app-ph2025

Variational phase-field modeling of fracture and fatigue in shape memory alloys: a one-dimensional study

Alma Brambilla, Laura De Lorenzis, Lorenza Petrini

We propose a novel variational phase-field model for fracture and fatigue in pseudoelastic shape memory alloys (SMAs). The model, developed in a one-dimensional setting, builds upo…

cs.CE2025

Iterative convergence in phase-field brittle fracture computations: exact line search is all you need

Jonas Heinzmann, Francesco Vicentini, Pietro Carrara +1

Variational phase-field models of brittle fracture pose a local constrained minimization problem of a non-convex energy functional. In the discrete setting, the problem is most oft…

math.NA2024

Lattice Boltzmann for linear elastodynamics: periodic problems and Dirichlet boundary conditions

Oliver Boolakee, Martin Geier, Laura De Lorenzis

We propose a new second-order accurate lattice Boltzmann formulation for linear elastodynamics that is stable for arbitrary combinations of material parameters under a CFL-like con…

cs.CE2024

Calibration and Validation of a Phase-Field Model of Brittle Fracture within the Damage Mechanics Challenge

Jonas Heinzmann, Pietro Carrara, Chenyi Luo +6

In the context of the Damage Mechanics Challenge, we adopt a phase-field model of brittle fracture to blindly predict the behavior up to failure of a notched three-point-bending sp…