Application of Artificial Neural Networks to Predict the Air Permeability of Woven Fabrics

被引:0
|
作者
Matusiak, Malgorzata [1 ]
机构
[1] Lodz Univ Technol, Inst Text Architecture, Ul Zeromskiego 116, PL-90924 Lodz, Poland
关键词
woven fabrics; air permeability; artificial neural networks; modelling; SPINNING PROCESS; MODEL; COTTON; INDEX;
D O I
暂无
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
Air permeability is one of the most important utility properties of textile materials as it influences airflow through textile material. Air permeability plays a significant role in textiles for clothing due to their influence on physiological comfort. Air permeability is also very important in technical textiles, especially for filtration, automotive airbags, parachutes, etc. The air permeability of textile materials depends on their porosity. There are a lot of structural properties of textile materials influencing air permeability and there are also statistically significant interactions between the main factors influencing the air permeability of fabrics. It justifies the application of artificial neural networks (ANNs) to predict the air permeability of textile materials on the basis of their structural parameters. Within the framework of the work presented ANNs were applied to predict the air permeability of cotton woven fabrics.
引用
下载
收藏
页码:41 / 48
页数:8
相关论文
共 50 条
  • [21] Influence of Mechanical Properties on the Dynamic Air Permeability of Woven Fabrics
    Sun, Zhihong
    Yu, Li
    Li, Yanjun
    Xu, Nuo
    Qiu, Bowen
    FIBERS AND POLYMERS, 2023, 24 (07) : 2469 - 2478
  • [22] The relationship between porosity and air permeability of woven textile fabrics
    Epps, HH
    Leonas, KK
    JOURNAL OF TESTING AND EVALUATION, 1997, 25 (01) : 108 - 113
  • [23] Application of artificial neural networks to the prediction of sewing performance of fabrics
    Hui, Patrick C. L.
    Chan, Keith C. C.
    Yeung, K. W.
    Ng, Frency S. F.
    INTERNATIONAL JOURNAL OF CLOTHING SCIENCE AND TECHNOLOGY, 2007, 19 (05) : 291 - 318
  • [24] Transverse permeability of woven fabrics
    W. J. B. Grouve
    R. Akkerman
    R. Loendersloot
    S. van den Berg
    International Journal of Material Forming, 2008, 1 : 859 - 862
  • [25] Transverse permeability of woven fabrics
    Grouve, W. J. B.
    Akkerman, R.
    Loendersloot, R.
    van den Berg, S.
    INTERNATIONAL JOURNAL OF MATERIAL FORMING, 2008, 1 (Suppl 1) : 859 - 862
  • [27] Application of artificial neural network to predict permeability value of the reservoir rock
    Yasmaniar, G.
    Prakoso, S.
    Sitaresmi, R.
    4TH ANNUAL APPLIED SCIENCE AND ENGINEERING CONFERENCE, 2019, 2019, 1402
  • [28] The relationship between the bagging deformation and air permeability performance of woven fabrics
    Buyukbayraktar, R. Befru
    INDUSTRIA TEXTILA, 2014, 65 (01): : 10 - 16
  • [29] Acoustic performance of woven fabrics in relation to structural parameters and air permeability
    Soltani, Parham
    Zarrebini, Mohammad
    JOURNAL OF THE TEXTILE INSTITUTE, 2013, 104 (09) : 1011 - 1016
  • [30] Total porosity, theoretical analysis, and prediction of the air permeability of woven fabrics
    Ogulata, R. Tugrul
    Mezarcioz, Serin
    JOURNAL OF THE TEXTILE INSTITUTE, 2012, 103 (06) : 654 - 661