ICCAS OpenIR
A neural network study on glass transition temperature of polymers
Zhang, LX; Zhao, DL; Huang, YX
2002
Source PublicationCHINESE JOURNAL OF POLYMER SCIENCE
ISSN0256-7679
Volume20Issue:1Pages:25-30
AbstractIn this paper, an artificial neural network model is adopted to study the glass transition temperature of polymers. In our artificial neural networks, the input nodes are the characteristic ratio C-infinity, the average molecular weight M-e between entanglement points and the molecular weight M-mon of repeating unit. The output node is the glass transition temperature T-g, 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.
KeywordNeural Network Glass Transition Temperature
Indexed BySCI
Language英语
WOS IDWOS:000173022100004
PublisherSPRINGER-VERLAG BERLIN
Citation statistics
Cited Times:8[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.iccas.ac.cn/handle/121111/79432
Collection中国科学院化学研究所
Corresponding AuthorZhang, LX
Affiliation1.Zhejiang Univ, Dept Phys, Hangzhou 310028, Peoples R China
2.Chinese Acad Sci, Inst Chem, Ctr Mol Sci, Polymer Phys Lab, Beijing 100080, Peoples R China
Recommended Citation
GB/T 7714
Zhang, LX,Zhao, DL,Huang, YX. A neural network study on glass transition temperature of polymers[J]. CHINESE JOURNAL OF POLYMER SCIENCE,2002,20(1):25-30.
APA Zhang, LX,Zhao, DL,&Huang, YX.(2002).A neural network study on glass transition temperature of polymers.CHINESE JOURNAL OF POLYMER SCIENCE,20(1),25-30.
MLA Zhang, LX,et al."A neural network study on glass transition temperature of polymers".CHINESE JOURNAL OF POLYMER SCIENCE 20.1(2002):25-30.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Zhang, LX]'s Articles
[Zhao, DL]'s Articles
[Huang, YX]'s Articles
Baidu academic
Similar articles in Baidu academic
[Zhang, LX]'s Articles
[Zhao, DL]'s Articles
[Huang, YX]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Zhang, LX]'s Articles
[Zhao, DL]'s Articles
[Huang, YX]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.