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Cotton yarn engineering using robust regression and criteria of Mallow’s Cp

机译:使用稳健回归和Mallow Cp标准进行棉纱工程

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摘要

The main purpose of the present study was to predict yarn’s important properties i.e., tensile, unevenness, hairiness, and imperfections of cotton yarn with minimum random errors and maximum accuracy. In this work, cotton fiber properties were measured from rovings carefully untwisted. HVI system and evenness tester of Premier were used to measure the various properties. All yarns (108 samples) were spun at yarn counts of 16, 20, 24, 28, and 32 Ne with optimum twist factor. The robust regression and criteria of Mallow’s Cp were used to evaluate the data. Optimal equations with appropriate variables and relative importance of various variables were also investigated. After the goodness of fit, desirable Cp and very large adjusted R2 values were observed. Furthermore, the analysis of variance tables showed that the obtained equations were significant at usual significance levels.
机译:本研究的主要目的是以最小的随机误差和最大的准确性预测棉纱的重要性能,即拉伸,不均匀,毛羽和瑕疵。在这项工作中,棉纤维的性能是从粗纱仔细地不加捻地测量的。使用Premier的HVI系统和均匀度测试仪测量各种性能。所有纱线(108个样品)均以最佳捻度纺成16、20、24、28和32 Ne的支数的纱线。 Mallow Cp的稳健回归和标准用于评估数据。还研究了具有适当变量和各个变量的相对重要性的最优方程。拟合良好后,观察到理想的Cp和非常大的调整后R2 值。此外,方差表的分析表明,所获得的方程在通常的显着性水平下是显着的。

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