Hierarchical Machine Learning Model for Mechanical Property Predictions of Polyurethane Elastomers From Small Datasets

Polyurethanes are a broad class of material that finds application in coatings, foams, and solid elastomers. The urethane chemistry allows a diversity of monomers to be used, and prediction of mechanical properties, which are determined by complex interplay between monomer chemistry and chain archit...

Full description

Bibliographic Details
Main Authors: Aditya Menon, James A. Thompson-Colón, Newell R. Washburn
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-05-01
Series:Frontiers in Materials
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fmats.2019.00087/full