纺织工程学报2024,Vol.2Issue(6):12-22,11.
牛仔坯布参数对水洗缩率的影响研究
Research on influences of denim fabric parameters on washing shrinkage rate
摘要
Abstract
In order to regulate and optimize the quality and stability of denim fabric and end products,various denim fabrics have been prepared using yarns with different counts and spinning methods by changing the warp/weft density and fabric pattern structure.The influences of yarn and fabric parameters in denim fabric on wash-ing shrinkage rate were investigated,and the washing shrinkage rate was simulated and predicted by BP neural network.The results show that yarn count,fabric density,warp/weft tightness,and spinning methods have a sig-nificant impact on the washing shrinkage rate.The dimensional changes of yarns and fabrics after washing can be considered from the aspects of yarn crimp and internal stress relaxation.The BP neural network model has shown potential in predicting the washing shrinkage rate of denim fabric.Although the prediction accuracy needs to be improved without considering the fabric structure,the prediction accuracy can reach 89.91%(warp)and 89.55%(weft)under the 3/1 right twill structure.This provides the theoretical basis for adjusting the produc-tion process of denim fabric and it is of great significance for improving the quality and stability of denim prod-ucts.关键词
水洗缩率/纱线支数/纺纱方式/织物密度/织物紧度/BP神经网络Key words
washing shrinkage rate/yarn count/spinning method/fabric density/fabric tightness/BP neural net-work分类
轻工纺织引用本文复制引用
左祺,秦玉娟,邱地恒,禹晴,邓炜霖,候利生,邓剑光,于晖..牛仔坯布参数对水洗缩率的影响研究[J].纺织工程学报,2024,2(6):12-22,11.基金项目
广东省科技计划项目(科技创新平台类)省市共建高端牛仔产品低碳智造技术广东省重点实验室(2022B1212030001) (科技创新平台类)
省市共建高端牛仔产品低碳智能制造广东省重点实验室2024年度开放课题(HX24107). (HX24107)