Manifold learning for coarse-graining atomistic simulations: Application to amorphous solids

Katiana Kontolati, Darius Alix-Williams, Nicholas M. Boffi +3

We introduce a generalized machine learning framework to probabilistically parameterize upper-scale models in the form of nonlinear PDEs consistent with a continuum theory, based o…