NOTICE: Due to a lapse in annual appropriations, most of this website is not being updated. Learn more.

Form submissions will still be accepted but will not receive responses at this time. Sections of this site for programs using non-appropriated funds (such as NVLAP) or those that are excepted from the shutdown (such as CHIPS and NVD) will continue to be updated.

U.S. flag

An official website of the United States government

Official websites use .gov
A .gov website belongs to an official government organization in the United States.

Secure .gov websites use HTTPS
A lock ( ) or https:// means you’ve safely connected to the .gov website. Share sensitive information only on official, secure websites.

PUBLICATIONS

Advances and Trends in Machine Learning and Artificial Intelligence: A Polymer Perspective

Published

Author(s)

Tyler Martin, Debra Audus

Abstract

Here we highlight recent advancements in informatics, machine learning, and artificial intelligence as applied to the fields of polymer physics and chemistry. In particular, we focus on the unique challenges presented by polymers and how the field is attempting to solve them. We also discuss some advances in other fields of science (hard materials, chemistry) and how these advances might be leveraged for polymer studies. Finally, we provide an outlook for the field and highlight important areas for growth in polymer informatics, machine learning, and artificial intelligence.
Citation
ACS Polymers Au
Pub Type
Journals

Download Paper

Local Download
Polymers, Modeling and computational material science, Materials characterization, Machine learning and Applied AI

Citation

Martin, T. and Audus, D. (2023), Advances and Trends in Machine Learning and Artificial Intelligence: A Polymer Perspective, ACS Polymers Au, [online], https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=935476 (Accessed October 9, 2025)

Issues

If you have any questions about this publication or are having problems accessing it, please contact [email protected].

Created January 18, 2023, Updated March 1, 2023
Was this page helpful?