TY  - JOUR
TI  - Study on the adaptability of cellulose diacetate tow for tobacco to the type of curling machine
AU  - Zhang, Li
AU  - Shi, Haoxuan
AU  - Chen, Zong
AU  - Huang, Jianxing
AU  - Gao, Jiahui
AU  - Li, Yiqun
T2  - Industria Textila
AB  - The raw material of cigarette filters is cellulose diacetate slurry, and potentially harmful substances such as acetone are
used during production. To improve cigarette filters’ filtering effectiveness, increase cellulose diacetate filaments’
utilisation rate, and reduce environmental pollution during production, this study aims to investigate the effects of
cellulose diacetate tow specifications and crimping machine models on tow formation quality. In this paper, the
correlation between the specification of cellulose acetate tow, crimping machine models, and the resulting tow quality is
determined to guide the selection of crimping machines for practical production. To tackle the challenges of large sample
sizes and high experimental costs, a multidimensional sampling method is developed. Utilizing a learning-based
approach, we identify a robust nonlinear relationship among these three factors and validate the relationship by using
historical production data. Our findings reveal a significant nonlinear correlation between the crimping machine model
and both single and total deniers. Through two regression adjustments, a reasonable degree of regression fitting for the
relationships among the three factors is achieved. The experimental results indicate that the selection of the crimping
machine is positively correlated with the number of filaments in the bundle and the pressure on the rollers, while it is
negatively correlated with the cross-sectional area of the filaments. Additionally, a production guidance model, which
relates the crimping machine model to the specifications of cellulose acetate tow, is established.
DA  - 2025/04/24/
PY  - 2025
DO  - 10.35530/IT.076.02.202446
DP  - DOI.org (Crossref)
VL  - 76
IS  - 02
SP  - 257
EP  - 264
SN  - 12225347
UR  - https://www.revistaindustriatextila.ro/images/2025/2/011%20LI%20ZHANG%20INDUSTRIA%20TEXTILA%20no.2_2025.pdf
Y2  - 2025/04/26/14:18:23
ER  -