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Predicting the Dielectric Properties of Nanocellulose-Modified Presspaper Based on the Multivariate Analysis Method

Nanocellulose-modified presspaper is a promising solution to achieve cellulose insulation with better performance, reducing the risk of electrical insulation failures of a converter transformer. Predicting the dielectric properties will help to further design and improvement of presspaper. In this p...

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Detalles Bibliográficos
Autores principales: Zhou, Yuanxiang, Huang, Xin, Huang, Jianwen, Zhang, Ling, Zhou, Zhongliu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6100527/
https://www.ncbi.nlm.nih.gov/pubmed/29933631
http://dx.doi.org/10.3390/molecules23071507
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author Zhou, Yuanxiang
Huang, Xin
Huang, Jianwen
Zhang, Ling
Zhou, Zhongliu
author_facet Zhou, Yuanxiang
Huang, Xin
Huang, Jianwen
Zhang, Ling
Zhou, Zhongliu
author_sort Zhou, Yuanxiang
collection PubMed
description Nanocellulose-modified presspaper is a promising solution to achieve cellulose insulation with better performance, reducing the risk of electrical insulation failures of a converter transformer. Predicting the dielectric properties will help to further design and improvement of presspaper. In this paper, a multivariable method was adopted to determine the effect of softwood fiber on the macroscopic performance of presspaper. Based on the parameters selected using the optimum subset method, a multiple linear regression was built to model the relationship between the fiber properties and insulating performance of presspaper. The results show that the fiber width and crystallinity had an obvious influence on the mechanical properties of presspaper, and fiber length, fines, lignin, and nanocellulose had a significant impact on the breakdown properties. The proposed models exhibit a prediction accuracy of higher than 90% when verified with the experimental results. Finally, the effect of nanocellulose on the breakdown strength of presspaper was taken into account and new models were derived.
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spelling pubmed-61005272018-11-13 Predicting the Dielectric Properties of Nanocellulose-Modified Presspaper Based on the Multivariate Analysis Method Zhou, Yuanxiang Huang, Xin Huang, Jianwen Zhang, Ling Zhou, Zhongliu Molecules Article Nanocellulose-modified presspaper is a promising solution to achieve cellulose insulation with better performance, reducing the risk of electrical insulation failures of a converter transformer. Predicting the dielectric properties will help to further design and improvement of presspaper. In this paper, a multivariable method was adopted to determine the effect of softwood fiber on the macroscopic performance of presspaper. Based on the parameters selected using the optimum subset method, a multiple linear regression was built to model the relationship between the fiber properties and insulating performance of presspaper. The results show that the fiber width and crystallinity had an obvious influence on the mechanical properties of presspaper, and fiber length, fines, lignin, and nanocellulose had a significant impact on the breakdown properties. The proposed models exhibit a prediction accuracy of higher than 90% when verified with the experimental results. Finally, the effect of nanocellulose on the breakdown strength of presspaper was taken into account and new models were derived. MDPI 2018-06-21 /pmc/articles/PMC6100527/ /pubmed/29933631 http://dx.doi.org/10.3390/molecules23071507 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhou, Yuanxiang
Huang, Xin
Huang, Jianwen
Zhang, Ling
Zhou, Zhongliu
Predicting the Dielectric Properties of Nanocellulose-Modified Presspaper Based on the Multivariate Analysis Method
title Predicting the Dielectric Properties of Nanocellulose-Modified Presspaper Based on the Multivariate Analysis Method
title_full Predicting the Dielectric Properties of Nanocellulose-Modified Presspaper Based on the Multivariate Analysis Method
title_fullStr Predicting the Dielectric Properties of Nanocellulose-Modified Presspaper Based on the Multivariate Analysis Method
title_full_unstemmed Predicting the Dielectric Properties of Nanocellulose-Modified Presspaper Based on the Multivariate Analysis Method
title_short Predicting the Dielectric Properties of Nanocellulose-Modified Presspaper Based on the Multivariate Analysis Method
title_sort predicting the dielectric properties of nanocellulose-modified presspaper based on the multivariate analysis method
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6100527/
https://www.ncbi.nlm.nih.gov/pubmed/29933631
http://dx.doi.org/10.3390/molecules23071507
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