96 citations · 99 across the 4 of their papers we have counts for
5 papers
A deep energy method formulation for phase-field modelling of ductile fracture
Nojus Plungė, Peter Brommer, Rachel S. Edwards +1
This work extends the Deep Energy Method to phase-field modelling of ductile fracture in elasto-plastic solids. Its key contribution is an incremental DEM-based formulation that co…
Deep learning-based phase-field modelling of brittle fracture in anisotropic media
N. Plungė, P. Brommer, R. S. Edwards +1
This work presents a variational physics-informed deep learning framework for phase-field modelling of brittle crack propagation in anisotropic media. Previous Deep Ritz Method (DR…
First Principles Validation of Energy Barriers in NiAl
Adam Fisher, Julie B. Staunton, Huan Wu +1
Precipitates in Nickel-based superalloys form during heat treatment on a time scale inaccessible to direct molecular dynamics simulation, but could be studied using kinetic Monte C…
Dislocation dynamics in Ni-based superalloys: Parameterising dislocation trajectories from atomistic simulations
Geraldine Anis, Thomas Hudson, Peter Brommer
Nanoscale precipitates in the microstructure of nickel-based superalloys hinder dislocation motion, which results in an extraordinary strengthening effect at elevated temperatures.…
Effective potentials for quasicrystals from ab-initio data
Peter Brommer, Franz Gähler
Classical effective potentials are indispensable for any large-scale atomistic simulations, and the relevance of simulation results crucially depends on the quality of the potentia…