15 citations · 63 across the 20 of their papers we have counts for
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Bayesian Nonlocal Operator Regression (BNOR): A Data-Driven Learning Framework of Nonlocal Models with Uncertainty Quantification
Yiming Fan, Marta D'Elia, Yue Yu +2
We consider the problem of modeling heterogeneous materials where micro-scale dynamics and interactions affect global behavior. In the presence of heterogeneities in material micro…
Nonlocal Machine Learning of Micro-Structural Defect Evolutions in Crystalline Materials
Eduardo Augusto Barros de Moraes, Marta D'Elia, Mohsen Zayernouri
The presence and evolution of defects that appear in the manufacturing process play a vital role in the failure mechanisms of engineering materials. In particular, the collective b…
Peridynamic Model for Single-Layer Graphene Obtained from Coarse Grained Bond Forces
Stewart A. Silling, Marta D'Elia, Yue Yu +2
An ordinary state-based peridynamic material model is proposed for single sheet graphene. The model is calibrated using coarse grained molecular dynamics simulations. The coarse gr…