Deep learning for automated classification and characterization of amorphous materials

Abstract

We use deep learning to automatically classify liquid and glass structures and to derive novel metrics that describe glass formation.

Document Details

Document Type
Pub Defense Publication
Publication Date
Jan 01, 2020
Source ID
10.1039/c9sm01903k

Entities

People

  • Joshua Lequieu
  • Kirk Swanson
  • Kyle Swanson
  • Risi Kondor
  • Shubhendu Trivedi

Organizations

  • Defense Advanced Research Projects Agency
  • Department of Computer Science, University of Oxford
  • Institute for Computational and Experimental Research in Mathematics
  • MIT Computer Science and Artificial Intelligence Laboratory
  • Massachusetts Institute of Technology
  • Materials Research Laboratory
  • National Science Foundation
  • Pritzker School of Molecular Engineering
  • Statistics New Zealand
  • United States Army
  • University of Cambridge
  • University of Chicago

Tags

Technology Areas

  • AI & ML
  • AI & ML - Neural Networks