activity
20152021
collaborators

11 papers

math.NA2021

Bayesian inversion for unified ductile phase-field fracture

Nima Noii, Amirreza Khodadadian, Jacinto Ulloa +4

The prediction of crack initiation and propagation in ductile failure processes are challenging tasks for the design and fabrication of metallic materials and structures on a large…

stat.ML2021

Model-data-driven constitutive responses: application to a multiscale computational framework

Jan Niklas Fuhg, Christoph Boehm, Nikolaos Bouklas +3

Computational multiscale methods for analyzing and deriving constitutive responses have been used as a tool in engineering problems because of their ability to combine information…

math.NA2021

Multilevel Global-Local techniques for adaptive ductile phase-field fracture

Fadi Aldakheel, Nima Noii, Thomas Wick +2

This paper outlines a rigorous variational-based multilevel Global-Local formulation for ductile fracture. Here, a phase-field formulation is used to resolve failure mechanisms by…

cs.CE2020

A matrix-free isogeometric Galerkin method for Karhunen-Loève approximation of random fields using tensor product splines, tensor contraction and interpolation based quadrature

Michal Lukasz Mika, Thomas Joseph Robert Hughes, Dominik Schillinger +2

The Karhunen-Loève series expansion (KLE) decomposes a stochastic process into an infinite series of pairwise uncorrelated random variables and pairwise -orthogonal functions.…

cs.CE2020

Electro-magneto-mechanically response of polycrystalline materials: Computational Homogenization via the Virtual Element Method

Christoph Böhm, Blaž Hudobivnik, Michele Marino +1

This work presents a study on the computational homogenization of electro-magneto-mechanically coupled problems through the Virtual Element Method (VEM). VE-approaches have great p…

math.NA2020

The Neural Particle Method -- An Updated Lagrangian Physics Informed Neural Network for Computational Fluid Dynamics

Henning Wessels, Christian Weißenfels, Peter Wriggers

Numerical simulation is indispensable in industrial design processes. It can replace expensive experiments and even reduce the need for prototypes. While products designed with the…