Measuring the influence of fibre-to-fabric properties on the pilling of wool fabrics

Journal of the Textile Institute

Volumn 97, Issue 3, 2006, Pages 197-204

  Beltran, R ^a   Wang, L ^a   Wang, X ^a  

^a DEAKIN UNIVERSITY   (Australia)

Author keywords

Artificial neural network; Cover factor; Fibre properties; Pilling; Wool fabrics; Yarn properties

Indexed keywords

FIBER PROPERTY; KNITWEAR; MATHEMATICAL MODEL; NEURAL NETWORK; PILLING; WOOL FABRIC; YARN PROPERTY;

EID: 33745286245     PISSN: 00405000     EISSN: None     Source Type: Journal    
DOI: 10.1533/joti.2005.0142     Document Type: Article

References (35)

1. Alston, P. V., 1994. Pilling of sweatshirts that are a 50/50 blend of polyester and cotton, Text. Res. J., 64 (10), 592-596.
2. Baird, M. E., Hatfield, P. and Morris, G. J., 1956. Pilling of fabrics a study of nylon and nylon blended fabrics, J. Text. Inst., 47 (4), T181-T201.
3. Barella, A., Bardi, X. and Castro, L., 1991. Hairiness modification by yarn/yarn and yarn/metal friction, Melliand Textilberichte, 72 (1), E3-E4.
4. Beltran, R., Wang, L. and Wang, X., 2006. Predicting the pilling tendency of wool knits, J. Text. Inst., 97 (2), 129-136.
5. Brand, R. H. and Bohmfalk, M., 1967. A mathematical model of pilling mechanisms, Text. Res. J., 37 (6), 467-476.
6. Brickenden, E. K., 1958. Pilling - Its control and laboratory measurement, Canad. Text. J., 75 (57), 91-95.
7. Coley, D. A., 1999. An Introduction to Genetic Algorithm for Scientists and Engineers, World Scientific Publishing Co., Singapore.
8. Cooke, W. D., 1983. The influence of fibre fatigue on the pilling cycle, part II: Fibre entanglement and pill growth, Text. Res. 74 (3), 101-108.
9. Cooke, W. D., 1984. Fibre fatigue and the pilling cycle, part III: Pill wear-off and fabric attrition, Text. Res. J., 75 (3), 201-211.
10. Cooke, W. D., 1985. Pilling attrition and fatigue, Text. Res. J., 55 (1), 409-414.
11. CSIRO Textile and Fibre Technology, Producing the Right Wool for the Right Application, n.d. Results of the AWI/CSIRO Fibre to Fabric Project. 2002 Fibre to Fabric project brochure.
12. CSIRO Textile News, 1983. No. 13, 2.
13. Dwinnell, W., 1998. Modeling methodology 2: Model input selection, PCAI Mag., 12, 23-26.
14. Engelbrecht, A. P., Cloete, I. and Zurada, J. M., 1995. Determining the significance of input parameters using sensitivity analysis, from natural to artificial neural computation. In: Proceedings of International Workshop on Artificial Neural Networks, Malaga-Torremolinos, Spain.
15. Gintis, D. and Mead, E. J., 1959. The mechanism of pilling, Text. Res. J., 29 (7), 578-585.
16. Goldberg, D. E., 1989. Genetic Algorithms in Search, Optimization and Machine Learning, Addison-Wesley Publishing Co., Reading, MA.
17. Greaves, R. L., Roche, P. H. and White, M. A., 1981. The pilling behavior of wool-blend fabrics processed on the short-staple system, Text. Res. J., 51 (10), 681-682.
18. Haigh, M. and Robinson, G., 2002. Wool crimp frequency to fabric needs, Farm. Ahead, 121, 64-65.
19. Hall, A. J., 1961. New ideas and recent developments designed to combat the pilling problem, Text. Recorder, 78, 57-59.
20. Holland, J. H., 1975. Adaptation in Natural and Artificial Systems, University of Michigan Press, Ann Arbor.
21. Huh, Y., Kim, Y. R. and Ryul, W. Y., 2001. Three dimensional analyses of migration and staple yarn structure, Text. Res. J., 71 (1), 81-90.
22. Kennedy, R. L., Lee, Y., Van Roy, B,, Reed, C. D. and Lippman, R. P., 1998. Solving Data Mining Problems Through Pattern Recognition, Prentice-Hall, Inc., Upper Saddle River, NJ.
23. Krzanowski, W. J., 1988. Principles of multivariate Analysis - A User's Perspective, Oxford University Press.
24. Lamb, R. P., 2004a. Staple strength and its relevance to worsted processing; Wool Technol. Sheep Breed., 52 (2), 171-192.
25. Lamb, R. P., 2004b. Letters to the editor, Wool Technol. Sheep Breed., 52(4), iii-x, xi-xiii.
26. Lee, K., 2002. Combining multiple feature selection methods. In: Proceedings of MASPLA'02 - The Mid-Atlantic Student Workshop on Programming Languages and Systems, Pace University.
27. McGregor, B. A., 2002. Australian Cashmere - Attributes and Processing, A report for the Rural Industries Research and Development Corporation. RIRDC Publication No. 02/112.
28. Mohaghegh, S., Mohamid, H., Popa, A. and Ameri, S., 1999. Performance drivers in restimulation of gas storage wells In: SPE Eastern Regional Meeting, Charleston, WV.
29. Richards, N., 1962. The pining of plain and rib-knit wool fabric, J. Text. Inst., 53 (8), T357-T369.
30. Stryckman, J. and Leclereq, F., 1972. Methods and finishes for reducing pilling. Part 1. Wool Sci. Rev., 42, 32-45.
31. Sung, H. A., 1998. Ranking importance of input parameters of neural networks, Expert Syst. Appl., 15, 405-411.
32. Tanaka, K., 1966. On fuzz of spun yarns, J. Text. Machinery Soc. Jpn, 12(4), 147-455.
33. Timmis, J. B., 1976. How to live with pilling, Knitting Int., 83 (9), 82-86.
34. Tyagi, G. K., 1992. Knitting with rotor yarns, Ind. Text. J., 102, 64-71.
35. Westenberg, W., 1963. Some measurements and observations on pilling, Vezelinstitut T.N.O., 119, 1-36.