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
  • [1] Application of artifcial neural networks to predict the air permeability of woven fabrics
    Matusiak, Malgorzata
    Fibres and Textiles in Eastern Europe, 2015, 23 (01): : 41 - 48
  • [2] Prediction of the air permeability of woven fabrics using neural networks
    Cay, Ahmet
    Vassiliadis, Savvas
    Rangoussi, Maria
    Tarakcioglu, Isik
    INTERNATIONAL JOURNAL OF CLOTHING SCIENCE AND TECHNOLOGY, 2007, 19 (1-2) : 18 - 35
  • [3] Air Permeability and Costructional Parameters of Woven Fabrics
    Havlová, Marie
    Fibres and Textiles in Eastern Europe, 2013, 98 (02): : 84 - 89
  • [4] Air Permeability and Costructional Parameters of Woven Fabrics
    Havlova, Marie
    FIBRES & TEXTILES IN EASTERN EUROPE, 2013, 21 (02) : 84 - 89
  • [5] Effects of finishing on the air permeability of woven fabrics
    Havlova, M.
    WORLD JOURNAL OF ENGINEERING, 2013, 10 (06) : 507 - 513
  • [6] Air permeability of different layers of woven fabrics
    Yadav, A.
    Nachane, R. P.
    Hussain, G. F. S.
    JOURNAL OF POLYMER MATERIALS, 2007, 24 (02): : 113 - 118
  • [7] Predicting bending rigidity of woven fabrics using artificial neural networks
    B. K. Behera
    R. Guruprasad
    Fibers and Polymers, 2010, 11 : 1187 - 1192
  • [8] Predicting Bending Rigidity of Woven Fabrics Using Artificial Neural Networks
    Behera, B. K.
    Guruprasad, R.
    FIBERS AND POLYMERS, 2010, 11 (08) : 1187 - 1192
  • [9] Neural model of the permeability features of woven fabrics
    Tokarska, M
    TEXTILE RESEARCH JOURNAL, 2004, 74 (12) : 1045 - 1048
  • [10] EVALUATION OF AIR PERMEABILITY OF FABRICS WOVEN WITH SLUB YARNS
    Ozgen, Banu
    Altas, Sevda
    TEKSTIL VE KONFEKSIYON, 2017, 27 (02): : 126 - 130