Bridging scales with Machine Learning: From first principles statistical mechanics to continuum phase field computations to study order–disorder transitions in …

MF Shojaei, J Holber, S Das, GH Teichert… - Journal of the …, 2024 - Elsevier
Abstract Li x TMO 2 (TM= Ni, Co, Mn) forms an important family of cathode materials for Li-
ion batteries, whose performance is strongly governed by Li composition-dependent crystal …

Can machine learning efficiently predict symmetry breaking in physical problems like Bose-Einstein condensates?

BM Miranda, AR de Almeida, AT Avelar… - Physica D: Nonlinear …, 2024 - Elsevier
In this work, our objective is to evaluate whether machine learning algorithms combined with
computational methods used in physical problems such as spontaneous symmetry breaking …