<journal article>
Mechanical Property Prediction of Poly(Lactic Acid) Blends Using Deep Neural Network

Creator
Language
Publisher
Date
Source Title
Vol
Issue
First Page
Last Page
Publication Type
Access Rights
Crossref DOI
Rights
Abstract Physical blending is one of the method to control and improve the mechanical properties of polymer such as Poly(lactic acid) or known as PLA. However, the phenomenological theory or model to connect t...he structure and properties of PLA blend is not available. Thus, in order to predict the mechanical property from structure is based on many trial experiments. In this study, Deep Learning Network (DNN) was employed to predict the yield strength of PLA blend based on its structure information: blending composition, molecular weight, melting point and density of polymer. It was demonstrated that DNN can successfully predict the mechanical property from structure information of PLA blends although the accuracy could be further improved.show more

Hide fulltext details.

pdf 141-144 pdf 1.03 MB 410  

Details

PISSN
EISSN
Record ID
Peer-Reviewed
Subject Terms
Funding Information
Created Date 2022.04.11
Modified Date 2024.02.21

People who viewed this item also viewed