A comparative study of the effects of cotton fiber length parameters on modeling yarn properties

被引:32
作者
Cai, Yiyun [1 ]
Cui, Xiaoliang [2 ]
Rodgers, James [2 ]
Thibodeaux, Devron [3 ]
Martin, Vikki
Watson, Mike
Pang, Su-Seng [1 ]
机构
[1] Louisiana State Univ, Baton Rouge, LA 70803 USA
[2] SRRC ARS USDA, New Orleans, LA 70124 USA
[3] USDA ARS CQRS, Washington, DC USA
基金
美国国家科学基金会;
关键词
Cotton; fiber length measurement; yarn quality; spinning; QUALITY; IMPACT;
D O I
10.1177/0040517512468821
中图分类号
TB3 [工程材料学]; TS1 [纺织工业、染整工业];
学科分类号
0805 ; 080502 ; 0821 ;
摘要
Fiber length is one of the key properties of cotton and has important influences on yarn production and yarn quality. Various parameters have been developed to characterize cotton fiber length in the past decades. This study was carried out to investigate the effects of these parameters and their combinations on yarn properties. Linear regression models with different numbers of fiber length parameters and their combinations were developed for predicting ring and open-end (OE) spun yarns' properties. The R-2 and Mallows' Cp plots of the models were compared for model selections. The results indicate that, for predicting a yarn property, a model usually involves more than three length parameters to achieve better prediction when considering the R-2 and Cp values. This may be because only one single length parameter cannot sufficiently represent fiber length characteristics. The results also show that the variations in fiber length distributions play important roles in predicting yarn properties, such as strength and irregularity. The best prediction models for the properties of different yarns (ring, OE) include different combinations of length parameters. Not all yarn properties can be well predicted by linear regression models with length parameters: other fiber properties (strength, micronaire, etc.) need to be included to further improve the models.
引用
收藏
页码:961 / 970
页数:10
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