Predicting the properties of needlepunched nonwovens using Artificial Neural Network

Journal of Applied Polymer Science

Volumn 112, Issue 6, 2009, Pages 3575-3581

  Rawal, Amit ^a   Majumdar, Abhijit ^a   Anand, Subhash ^b   Shah, Tahir ^b  

^a INDIAN INSTITUTE OF TECHNOLOGY DELHI   (India)

^b UNIVERSITY OF BOLTON   (United Kingdom)

Author keywords

Artificial Neural Network; Bulk density; Modeling; Needlepunched nonwoven; Tensile strength

Indexed keywords

AREA DENSITIES; ARTIFICIAL NEURAL NETWORK; BULK DENSITY; COHERENT STRUCTURES; CROSS-MACHINE DIRECTIONS; FIBROUS WEBS; MAIN PROCESS; MEAN ABSOLUTE ERRORS; MODELING; MODELING TECHNIQUES; NEEDLE PENETRATIONS; NEEDLEPUNCHED NONWOVEN; NON-WOVEN; NONWOVENS; SELF-LOCKING; TEST DATUM;

BACKPROPAGATION; NEEDLES; NONWOVEN FABRICS; PARAFFIN WAXES; STRENGTH OF MATERIALS; TENSILE STRENGTH; WEAVING;

NEURAL NETWORKS;

FABRIC PROPERTY; NEEDLE; NEEDLED FABRIC; NEURAL NETWORK; NONWOVEN FABRIC; NONWOVEN FABRIC MANUFACTURE; TENSILE PROPERTY;

EID: 63849189554     PISSN: 00218995     EISSN: 10974628     Source Type: Journal    
DOI: 10.1002/app.29687     Document Type: Article

References (20)

1. Roedel, C.; Ramkumar, S. S. Text Res J 2003, 73, 381.
2. Ramkumar, S. S.; Roedel, C. J Appl Polym Sci 2003, 89, 3626.
3. Ramkumar, S. S.; Umrani, A.; Shelly, D. C.; Tock, R. W.; Parameswaran, S.; Smith, M. L. Wear 2004, 256, 221.
4. Hearle, J. W. S.; Husain, A. K. M. M. J Text Inst 1971, 62, 83.
5. Hearle, J. W. S.; Sultan, M. A. I. J Text Inst 1967, 58, 251.
6. Hearle, J. W. S.; Sultan, M. A. I.; Choudhari, T. N. J Text Inst 1968, 59, 103.
7. Hearle, J. W. S.; Sultan, M. A. I. J Text Inst 1968, 59, 161.
8. Hearle, J. W. S.; Sultan, M. A. I. J Text Inst 1968, 59, 183.
9. Hearle, J. W. S.; Sultan, M. A. I. J Text Inst 1968, 59, 237.
10. Hearle, J. W. S.; Sultan, M. A. I. J Text Inst 1969, 60, 478.
11. Rawal, A.; Anandjiwala, R. J Ind Text 2006, 35, 271.
12. Rawal, A.; Anand, S.; Shah, T. J Ind Textil 2008, 37, 341.
13. Chen, T.; Wang, J.; Huang, X. J Appl Polym Sci 2006, 99, 424.
14. Haykin, S. Neural Networks: A Comprehensive Foundation; Pearson Education: Singapore, 2004.
15. Chen, T.; Li, L.; Koehl, L.; Vroman, P.; Zeng, X. J Appl Polym Sci 2007, 103, 442.
16. Chen, T.; Wang, J.; Huang, X. Modell Simul Mater Sci Eng 2005, 13, 575.
17. Debnath, S.; Madhusoothanan, M.; Srinivasmoorthy, V. R. Indian J Fiber Text Res 2000, 25, 31.
18. Rakshit, A. K.; Desai, A. N.; Balasubramananian, N. Indian J Fiber Text Res 1990, 15, 41.
19. Miao, M. Text Res J 2004, 74, 394.
20. Mao, N.; Russell, S. J.; Pourdeyhimi, B. In Handbook of Nonwovens; Russell, S. J., Ed.; Woodhead Publishing Ltd: USA, 2007, 492.