2 papers
cond-mat.mtrl-sci2021
Deep Learning Order Parameter for Polymer Phase Transition
Debjyoti Bhattacharya, Tarak K Patra
We report a deep learning (DL) framework viz. deep autoencoder that autonomously discovers an appropriate order parameter from molecular dynamics (MD) simulation data to characteri…
cond-mat.soft2020
dPOLY: Deep Learning of Polymer Phases and Phase Transition
Debjyoti Bhattacharya, Tarak K Patra
Machine learning (ML) and artificial intelligence (AI) have the remarkable ability to classify, recognize, and characterize complex patterns and trends in large data sets. Here, we…