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Modelling of Colour Yield in Polyethylene Terephthalate Dyeing with Statistical and Fuzzy Regression

机译:统计和模糊回归的聚对苯二甲酸乙二酯染色颜色产量建模

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摘要

The aim of this study is to investigate and apply two approaches of fuzzy regression as well as statistical regression for modelling the colour yield in polyethylene terephthalate (polyester) high temperature (HT) dyeing as a function of disperse dyes concentration, temperature, and time. The two approaches of fuzzy regression modelling were triangular coefficients and exponential coefficients. The statistical models obtained, did not meet the required conditions to be accepted. However, after applying modification to the original fuzzy regression models with triangular coefficients, acceptable models were obtained. The modification was carried out by means of enabling the centre of coefficients to take positive and negative values as well as dispersing fuzziness in the coefficients. The models obtained with exponential fuzzy coefficients showed weak interaction for the above mentioned variables and hence it seems that for modelling cases such as the one considered in this paper, fuzzy regression with triangular coefficients may be preferred.
机译:这项研究的目的是研究和应用模糊回归和统计回归两种方法,以模拟聚对苯二甲酸乙二醇酯(聚酯)高温(HT)染色的颜色产量与分散染料浓度,温度和时间的关系。模糊回归建模的两种方法是三角系数和指数系数。获得的统计模型不符合接受的条件。但是,将修改应用于具有三角系数的原始模糊回归模型后,便获得了可接受的模型。通过使系数的中心能够取正值和负值以及将模糊度分散在系数中来进行修改。用指数模糊系数获得的模型对上述变量显示出弱的交互作用,因此,对于建模案例(如本文中考虑的案例),似乎最好使用三角系数的模糊回归。

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