Selecting cotton bales by spinning consistency index and micronaire using artifical neural networks

• Autorzy: Majumdar A. , Majumdar P. K. , Sarkar B.
• Języki publikacji: EN

Abstrakty

EN

This paper presents a method of selecting cotton bales to meet the specified ring yarn properties using artificial neural networks. Five yarn properties and yarn count were used as inputs, whereas the Spinning Consistency Index (SCI) and micronaire were the outputs to the neural network models. Bales were selected according to the predicted combinations of SCI and micronaire. The properties of yarns spun from selected bales show good association with the target yarn properties.

Słowa kluczowe

EN

HVI; micronaire; neural networks; ring yarn; spinning consistency index

PL

HVI; micronaire; sieci neuronowe; przędza obrączkowa

• Wydawca: Lodz University of Technology, Faculty of Material Technologies and Textile Design
• Czasopismo: Autex Research Journal
• Rocznik: 2004
• Tom: Vol. 4, no. 1
• Strony: 1--8
• Opis fizyczny: Bibliogr. 19 poz.

Twórcy

autor

Majumdar A.

• College of Textile Technology, Berhampore, West Bengal University of Technology, Berhampore, West Bengal-742 101, India, phone: [phone], fax: [phone]

autor

Majumdar P. K.

• College of Textile Technology, Serampore, West Bengal University of Technology, Serampore, West Bengal - 712201, India, phone: [phone]

autor

Sarkar B.

• Department of Production Engineering Jadavpur University, Kalkuta – 700032, India

Bibliografia

• 1. Aggarwal S K.; A Model to Estimate the Breaking Elongation of High Twist Ring Spun Cotton Yarns, Part 1: Derivation of the Model for Yarns from Single Cotton Varieties, Textile Research Journal, 59, 691-695, 1989.
• 2. Bogdan J F.; The Prediction of Cotton Yarn Strengths, Textile Research Journal, 37, 536-537, 1967.
• 3. Bogdan J F.; The Characterization of Spinning Quality, Textile Research Journal, 26, 720-730, 1956.
• 4. Frydrych I.; A New Approach for Predicting Strength Properties of Yarns, Textile Research Journal, 62, 340-348, 1992.
• 5. Morris P J., Merkin J H., Rennel R W.; Modelling of Yarn Properties from Fibre Properties, Journal of the Textile Institute, 90, 322-335, 1999.
• 6. Zurek W., Frydrych I., Zakrzewski S.; A Method of Predicting the Strength and Breaking Strain of Cotton Yarn, Textile Research Journal, 57, 439-444, 1987.
• 7. Ethridge M D., Towery J D., Hembree J F.; Estimating Functional Relationships Between Fibre Properties and the Strength of Open-end Spun Yarns, Textile Research Journal, 52, 35-45, 1982.
• 8. Fiori L A., Sands J E., Little H W., Grant J N.; Effect of Cotton Fibre Bundle Break Elongation and Other Fibre Properties on the Properties of a Coarse and a Medium Single Yarn, Textile Research Journal, 26, 553-564, 1956.
• 9. Hafez O M A.; Yarn-Strength Prediction of American Cottons, Textile Research Journal, 48, 701- 705, 1978.
• 10. Hunter L.; Prediction of Cotton Processing Performance and Yarn Properties from HVI Test Results, Melliand Textilberichte, 69, E 123-124, 1988.
• 11. Ramey H H., Lawson R., Worley S.; Relationship of Cotton Fibre Properties to Yarn Tenacity, Textile Research Journal, 47, 685-691, 1977.
• 12. Smith B., Waters B.; Extending the Application Ranges of Regression Equations for Yarn Strength Forecasting, Textile Research Journal, 55, 713-717, 1985.
• 13. Cheng L., Adams D L.; Yarn Strength Prediction Using Neural Networks, Textile Research Journal, 65(9), 495-500, 1995.
• 14. Pynckels F., Kiekens P., Sette S., Langenhove L V., Impe K.; The Use of Neural Nets to Simulatethe Spinning Process, Journal of the Textile Institute, 88(4), 440-447, 1997.
• 15. Rajamanickam R., Hansen S M., Jayaraman S.; Analysis of Modelling Methodologies for Predicting the Strength of Air-jet Spun Yarns, Textile Research Journal, 67(1), 39-44, 1997.
• 16. Zhu R., Ethridge D.; The Prediction of Cotton Yarn Irregularity Based on the AFIS Measurement, Journal of the Textile Institute, 87(3), 509-512, 1996.
• 17. Zhu R., Ethridge D.; Predicting Hairiness for Ring and Rotor Spun Yarns and Analysing the Impact of Fibre Properties, Textile Research Journal, 67, 694-698, 1997.
• 18. Kothari V K.; Testing and Quality Management, IAFL Publications, New Delhi, 86-91, 1999.
• 19. Application Handbook of USTER HVI SPECTRUM, Zellweger Uster, 1.1-1.9, 1999.