A NEURAL NETWORK STUDY ON GLASS TRANSITION TEMPERATURE OF POLYMERS*

Your Location：

Home >

Browse articles >

A NEURAL NETWORK STUDY ON GLASS TRANSITION TEMPERATURE OF POLYMERS*

Papers | Updated：2021-06-21

- A NEURAL NETWORK STUDY ON GLASS TRANSITION TEMPERATURE OF POLYMERS*
- Vol. 20, Issue 1, Pages: 25-30(2002)
- Affiliations：
- Author bio：
- Funds：
- DOI：
  CLC：
- Published：20 February 2002
- Accepted：
Scan QR Code
A NEURAL NETWORK STUDY ON GLASS TRANSITION TEMPERATURE OF POLYMERS*[J]. 2002, 20(1): 25-30.
DOI：

A NEURAL NETWORK STUDY ON GLASS TRANSITION TEMPERATURE OF POLYMERS*[J]. 2002, 20(1): 25-30. DOI：

摘要

In this paper

an atificial neural network model is adopted to study the glass transition temperature of polymers. Inour artificial neural networks

the input nodes are the characteristic ratio C∞

the average molecular weigh Me betweenentanglement points and the molecular weigh Mmon of repeating unit. The output node is the glass transition temperature Tg

and the number of the hidden layer is 6. We found that the artificial neural network simulations are accurate in predicting the outcome for polymers for which it is not trained.The maximum relative error for predicting of the glass transition temperature is 3.47%

and the overall average error is only 2.27%.Artificial neural networks may provide some new ideas to investigate other properties of the polymers.

Abstract

In this paper

an atificial neural network model is adopted to study the glass transition temperature of polymers. Inour artificial neural networks

the input nodes are the characteristic ratio C∞

the average molecular weigh Me betweenentanglement points and the molecular weigh Mmon of repeating unit. The output node is the glass transition temperature Tg

and the overall average error is only 2.27%.Artificial neural networks may provide some new ideas to investigate other properties of the polymers.

关键词

Keywords

references

Views

Downloads

CSCD

Alert me when the article has been cited

Submit

Tools

Publicity Resources

Molecularly Engineered Polyimide Films with Switchable Cavitation for Bidirectional Passive Thermal Regulation

Molecular Segregation and Melt Memory in Dilute Polycaprolactone with Reduced Entanglements

2026-9 Contents

Advances in Polymer-based Circularly Polarized Luminescent Materials

Squaramide-directed Cooperative One-dimensional Assembly in Telechelic Polydimethylsiloxane for Hierarchical Network Formation

Related Author

No data

Related Institution

No data

⁰