Deep Learning Approach to Mechanical Property Prediction of Single-Network Hydrogel

Deep Learning Approach to Mechanical Property Prediction of Single-Network Hydrogel

Hydrogel has a complex network structure with inhomogeneous and random distribution of polymer chains. Much effort has been paid to fully understand the relationship between mesoscopic network structure and macroscopic mechanical properties of hydrogels. In this paper, we develop a deep learning app...

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Bibliographic Details
Main Authors: Jing-Ang Zhu, Yetong Jia, Jincheng Lei, Zishun Liu
Format: Article
Language:English
Published: MDPI AG 2021-11-01
Series:Mathematics
Subjects:
deep learning
hydrogel network
mechanical property
convolutional neural network
self-avoiding walk
Online Access:https://www.mdpi.com/2227-7390/9/21/2804

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