Predicting fiber diameter of Polypropylene (PP) spunbonding nonwovens process: A comparison between physical and artifical neural network methods

CIS 2009 - 2009 International Conference on Computational Intelligence and Security

Volumn 1, Issue , 2009, Pages 639-642

  Bo, Zhao ^a  

^a ZHONGYUAN UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Artificial neural network model; Fiber diameter; Physical model; Process parameter; Spunbonding nonwoven

Indexed keywords

ARTIFICIAL NEURAL NETWORK MODELS; FIBER DIAMETERS; NON-WOVEN; PHYSICAL MODEL; PROCESS PARAMETERS; SPUNBONDING;

FIBERS; FORECASTING; NONWOVEN FABRICS; WEAVING;

NEURAL NETWORKS;

EID: 77949302229     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CIS.2009.129     Document Type: Conference Paper

References (13)

1. N. Hajji and J. E. Spruiell , "Modeling of the reicofil spunbonding process", INDA J. Nonwovens Res., vol. 4, pp. 16-21, 1992.
2. S. Misra and J. E. Spruiell , "Investigation of the spunbonding process via mathematical modeling", INDA J. Nonwovens Res., vol. 5, pp. 13-19, 1993.
3. S. Debnath, "Prediction of air permeability of needle-punched nonwoven fabrics using artificial neural network and empirical models", Indian J. Fibre Text. Res., vol. 25, pp. 251-255, 2000.
4. S. Ertugrul and N. Ucar, "Predicting bursting strength of cotton plain knitted fabrics using intelligent techniques", Textile Res. J., vol. 70, pp. 845-851, 2000.
5. A. Guba, "Predicting yarn tenacity: A comparison of mechanistic, statistical and neural network models", J. Text. Inst., vol. 92, pp. 139-145, 2001.
6. M. C. Ramesh, "The prediction of yarn tensile properties by using artifical neural networks", J. Text. Inst., vol. 86, pp. 459-469, 1995.
7. Y. C. Zeng, "Predicting the tensile properties of air-jet spun yarns", Textile Res. J., vol. 74, pp. 689-694, 2004.
8. P. K. Majumadr, "Predicting the breaking elongation of ring spun cotton yarns using mathematical, statistical, and artificial neural network model", Textile Res. J., vol. 74, pp. 652-655, 2004.
9. Chen, T., "Applying artificial neural network model on studying the filtration properties pf melt blown nonwovens: comparison with statistical method".Proc. of The Texti. Institute 84th Conference, 2005, pp.1006-1013
10. D. K Gagon, "Computer simulation of steady polymer melt spinning", Poly. Engi. Sci., vol. 21, pp. 844-853, 1981.
11. A. C. Smith, "Computational modeling of fiber formation in polypropylene spunbonding with crystallization: comparison with experiments", Inter. Nonwovens J., vol. 61, pp.31-41, 1994.
12. B. S.Jeon, "Theoretical orientation density function of spunbonded nonwoven fabric", Textile Res. J., vol. 71, pp.509-513, 2001.
13. C. Miller,"Effect of filament drawdown on aerodynamic drag and heat transfer in fiber spinning", AIChE J., vol. 50, pp.898-905, 2004