activity
20142026
most citedUnsupervised discovery of interpretable hyperelastic constitutive laws

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

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15 papers · 1 filter

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.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…

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…

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…

cs.CE2023★ 5 cited

Enhanced Floating Isogeometric Analysis

Helge C. Hille, Siddhant Kumar, Laura De Lorenzis

The numerical simulation of additive manufacturing techniques promises the acceleration of costly experimental procedures to identify suitable process parameters. We recently propo…

cs.CE2022★ 1 cited

Bayesian-EUCLID: discovering hyperelastic material laws with uncertainties

Akshay Joshi, Prakash Thakolkaran, Yiwen Zheng +4

Within the scope of our recent approach for Efficient Unsupervised Constitutive Law Identification and Discovery (EUCLID), we propose an unsupervised Bayesian learning framework fo…

cs.CE2022★ 125 cited

Discovering plasticity models without stress data

Moritz Flaschel, Siddhant Kumar, Laura De Lorenzis

We propose a new approach for data-driven automated discovery of material laws, which we call EUCLID (Efficient Unsupervised Constitutive Law Identification and Discovery), and we…

cs.CE2021★ 8 cited

Floating Isogeometric Analysis

Helge C. Hille, Siddhant Kumar, Laura De Lorenzis

We propose Floating Isogeometric Analysis (FLIGA), which extends the concepts of IGA to Lagrangian extreme deformation analysis. The method is based on a novel tensor-product const…

cs.CE2021★ 38 cited

Second-order phase-field formulations for anisotropic brittle fracture

Tymofiy Gerasimov, Laura De Lorenzis

We address brittle fracture in anisotropic materials featuring two-fold and four-fold symmetric fracture toughness. For these two classes, we develop two variational phase-field mo…

cs.CE2020★ 264 cited

Unsupervised discovery of interpretable hyperelastic constitutive laws

Moritz Flaschel, Siddhant Kumar, Laura De Lorenzis

We propose a new approach for data-driven automated discovery of isotropic hyperelastic constitutive laws. The approach is unsupervised, i.e., it requires no stress data but only d…

cs.CE2020★ 2 cited

Stochastic phase-field modeling of brittle fracture: computing multiple crack patterns and their probabilities

Tymofiy Gerasimov, Ulrich Römer, Jaroslav Vondřejc +2

In variational phase-field modeling of brittle fracture, the functional to be minimized is not convex, so that the necessary stationarity conditions of the functional may admit mul…

cs.CE2018★ 110 cited

Phase-field modeling of brittle fracture with multi-level hp-FEM and the finite cell method

Sindhu Nagaraja, Mohamed Elhaddad, Marreddy Ambati +3

The difficulties in dealing with discontinuities related to a sharp crack are overcome in the phase-field approach for fracture by modeling the crack as a diffusive object being de…

cs.CE2017★ 26 cited

A segmentation-free isogeometric extended mortar contact method

Thang Xuan Duong, Laura De Lorenzis, Roger A. Sauer

This paper presents a new isogeometric mortar contact formulation based on an extended finite element interpolation to capture physical pressure discontinuities at the contact boun…

cs.CE2014★ 31 cited

Computational homogenization of fibrous piezoelectric materials

Claudio Maruccio, Laura De Lorenzis, Luana Persano +1

Flexible piezoelectric devices made of polymeric materials are widely used for micro- and nano-electro-mechanical systems. In particular, numerous recent applications concern energ…