activity
20142026
most citedUnsupervised discovery of interpretable hyperelastic constitutive laws

264 citations · 1.5k across the 33 of their papers we have counts for

collaborators
Showing 2024Show all

7 papers · 1 filter

math.NA2024★ 8 cited

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★ 10 cited

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…

cs.CE2024★ 41 cited

Reduced and All-at-Once Approaches for Model Calibration and Discovery in Computational Solid Mechanics

Ulrich Römer, Stefan Hartmann, Jendrik-Alexander Tröger +4

In the framework of solid mechanics, the task of deriving material parameters from experimental data has recently re-emerged with the progress in full-field measurement capabilitie…

physics.app-ph2024★ 3 cited

Phase-Field Modeling of Fracture with Physics-Informed Deep Learning

M. Manav, R. Molinaro, S. Mishra +1

We explore the potential of the deep Ritz method to learn complex fracture processes such as quasistatic crack nucleation, propagation, kinking, branching, and coalescence within t…

cs.CE2024★ 21 cited

An adaptive acceleration scheme for phase-field fatigue computations

Jonas Heinzmann, Pietro Carrara, Marreddy Ambati +2

Phase-field models of fatigue are capable of reproducing the main phenomenology of fatigue behavior. However, phase-field computations in the high-cycle fatigue regime are prohibit…

cond-mat.mtrl-sci2024★ 1 cited

The Language of Hyperelastic Materials

Georgios Kissas, Siddhartha Mishra, Eleni Chatzi +1

The automated discovery of constitutive laws forms an emerging research area, that focuses on automatically obtaining symbolic expressions describing the constitutive behavior of s…

cond-mat.soft2024

Dehydration drives damage in the freezing of brittle hydrogels

Shaohua Yang, Dominic Gerber, Yanxia Feng +6

It is widely known that freezing breaks soft, wet materials. However, the mechanism underlying this damage is still not clear. To understand this process, we freeze model, brittle…