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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Main Authors: Yuanxiang Zhou, Xin Huang, Jianwen Huang, Ling Zhang, Zhongliu Zhou
Format: Article
Language:English
Published: MDPI AG 2018-06-01
Series:Molecules
Subjects:
Online Access:http://www.mdpi.com/1420-3049/23/7/1507
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spelling doaj-e5704f30c5364b5a8e6f92adaf52180c2020-11-24T20:54:26ZengMDPI AGMolecules1420-30492018-06-01237150710.3390/molecules23071507molecules23071507Predicting the Dielectric Properties of Nanocellulose-Modified Presspaper Based on the Multivariate Analysis MethodYuanxiang Zhou0Xin Huang1Jianwen Huang2Ling Zhang3Zhongliu Zhou4State Key Laboratory of Control and Simulation of Power System and Generation Equipment, Department of Electrical Engineering, Tsinghua University, Beijing 100084, ChinaState Key Laboratory of Control and Simulation of Power System and Generation Equipment, Department of Electrical Engineering, Tsinghua University, Beijing 100084, ChinaNational Computer Network Emergency Response Technical Team/Coordination Center of China, Beijing 100029, ChinaState Key Laboratory of Control and Simulation of Power System and Generation Equipment, Department of Electrical Engineering, Tsinghua University, Beijing 100084, ChinaState Key Laboratory of Control and Simulation of Power System and Generation Equipment, Department of Electrical Engineering, Tsinghua University, Beijing 100084, ChinaNanocellulose-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.http://www.mdpi.com/1420-3049/23/7/1507presspapertensile strengthbreakdownregression predictionmultivariate analysis
collection DOAJ
language English
format Article
sources DOAJ
author Yuanxiang Zhou
Xin Huang
Jianwen Huang
Ling Zhang
Zhongliu Zhou
spellingShingle Yuanxiang Zhou
Xin Huang
Jianwen Huang
Ling Zhang
Zhongliu Zhou
Predicting the Dielectric Properties of Nanocellulose-Modified Presspaper Based on the Multivariate Analysis Method
Molecules
presspaper
tensile strength
breakdown
regression prediction
multivariate analysis
author_facet Yuanxiang Zhou
Xin Huang
Jianwen Huang
Ling Zhang
Zhongliu Zhou
author_sort Yuanxiang Zhou
title 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_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_sort predicting the dielectric properties of nanocellulose-modified presspaper based on the multivariate analysis method
publisher MDPI AG
series Molecules
issn 1420-3049
publishDate 2018-06-01
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.
topic presspaper
tensile strength
breakdown
regression prediction
multivariate analysis
url http://www.mdpi.com/1420-3049/23/7/1507
work_keys_str_mv AT yuanxiangzhou predictingthedielectricpropertiesofnanocellulosemodifiedpresspaperbasedonthemultivariateanalysismethod
AT xinhuang predictingthedielectricpropertiesofnanocellulosemodifiedpresspaperbasedonthemultivariateanalysismethod
AT jianwenhuang predictingthedielectricpropertiesofnanocellulosemodifiedpresspaperbasedonthemultivariateanalysismethod
AT lingzhang predictingthedielectricpropertiesofnanocellulosemodifiedpresspaperbasedonthemultivariateanalysismethod
AT zhongliuzhou predictingthedielectricpropertiesofnanocellulosemodifiedpresspaperbasedonthemultivariateanalysismethod
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