65 citations · 98 across the 10 of their papers we have counts for
4 papers · 1 filter
Machine learning models of plastic flow based on representation theory
Reese E. Jones, Jeremy A. Templeton, Clay M. Sanders +1
We use machine learning (ML) to infer stress and plastic flow rules using data from repre- sentative polycrystalline simulations. In particular, we use so-called deep (multilayer)…
Bayesian Modeling of Inconsistent Plastic Response due to Material Variability
Francesco Rizzi, Mohammad Khalil, Reese E. Jones +3
The advent of fabrication techniques such as additive manufacturing has focused attention on the considerable variability of material response due to defects and other microstructu…
Atomic-scale interaction of a crack and an infiltrating fluid
R. E. Jones, W. C. Tucker, J. M. Rimsza +1
In this work we investigate the Orowan hypothesis, that decreases in surface energy due to surface adsorbates lead directly to lowered fracture toughness, at an atomic/molecular le…
Plasticity models of material variability based on uncertainty quantification techniques
F. Rizzi, R. E. Jones, J. A. Templeton +2
The advent of fabrication techniques like additive manufacturing has focused attention on the considerable variability of material response due to defects and other micro-structura…