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

机译:基于多元分析方法的纳米纤维素改性压纸介电性能预测

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摘要

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.
机译:纳米纤维素改性压纸是一种实现纤维素绝缘性能更好,降低转换变压器电绝缘故障风险的有前途的解决方案。预测介电性能将有助于进一步设计和改进压纸。本文采用多变量方法确定软木纤维对压榨纸宏观性能的影响。根据使用最佳子集方法选择的参数,建立了多元线性回归模型,以模拟纤维特性和压榨纸绝缘性能之间的关系。结果表明,纤维的宽度和结晶度对压榨纸的机械性能有明显的影响,纤维的长度,细度,木质素和纳米纤维素对击穿性能有显着影响。经实验结果验证,所提出的模型具有90%以上的预测精度。最后,考虑了纳米纤维素对压纸击穿强度的影响,并推导了新的模型。

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