30 citations · 43 across the 5 of their papers we have counts for
Showing 2020 · cond-mat.mtrl-sciShow all
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cond-mat.mtrl-sci2020
Uncertainty Bounds for Multivariate Machine Learning Predictions on High-Strain Brittle Fracture
Cristina Garcia-Cardona, M. Giselle Fernández-Godino, Daniel O'Malley +1
Simulation of the crack network evolution on high strain rate impact experiments performed in brittle materials is very compute-intensive. The cost increases even more if multiple…
cond-mat.mtrl-sci2020★ 13 cited
Accelerating High-Strain Continuum-Scale Brittle Fracture Simulations with Machine Learning
M. Giselle Fernández-Godino, Nishant Panda, Daniel O'Malley +4
Failure in brittle materials under dynamic loading conditions is a result of the propagation and coalescence of microcracks. Simulating this mechanism at the continuum level is com…