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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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 |
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_version_ |
1716794523745517568 |