Abstract
This paper describes an innovative usage of Case-Based Reasoning to reduce the high cost derived from correctly setting the textile machinery within the framework of European MODSIMTex project.
Furthermore, this system is capable of dealing with flexible queries, allowing to relax or restrict the searches in the case base. The paper discusses the ideas, design, implementation and an experimental evaluation of the CBR applied to the spinning scenario included in the project framework.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Bridge, D.: Product recommendation systems: A new direction. In: Weber, R., von Wangenheim, C.G. (eds.) Proceedings of the Workshop Programme at the Fourth International Conference on Case-Based Reasoning, pp. 79–86 (2001)
Burkhard, H.D.: Case completion and similarity in case-based reasoning. Computer Science and Information Systems 1(2), 27–55 (2004)
Cheng, Y., Cheng, K.: Case-based reasoning system for predicting yarn tenacity. Textile Research Journal 74, 718–722 (2004)
Corchado, J., Lees, B.: A hybrid case-based model for forecasting. Applied Artificial Intelligence 15(2), 105–127 (2001)
Deng, X., Vroman, P., Zeng, X., Koehl, L.: A fuzzy criterion for selecting relevant process parameters for the development of nonwoven products. Journal of Information and Computing Science 2(2), 93–102 (2007)
Eidenberger, H.: Distance measures for mpeg-7-based retrieval. In: Proceedings of the 5th ACM SIGMM International Workshop on Multimedia Information Retrieval, MIR 2003, pp. 130–137. ACM, New York (2003)
Ertugrul, S., Ucar, N.: Predicting bursting strength of cotton plain knitted fabrics using intelligent techniques. Textile Research Journal 70, 845–851 (2000)
Fernández-Riverola, F., Corchado, J.M.: Sistemas híbridos neuro-simbólicos: Una revisión. Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial 4(11), 12–26 (2000)
Giraud-Carrier, C., Martínez, T.: An efficient metric for heterogeneous inductive learning applications in the attribute-value language. Intelligent Systems, 341–350 (1995)
Hunter, L., Fan, J., Spies, A.: Latest developments in measuring cotton properties and relating them to yarn properties. In: 25th International Cotton Conference. Faserinstitut Bremen, Bremen (2000)
Jurman, G., Riccadonna, S., Visintainer, R., Furlanello, C.: Canberra distance on ranked lists. In: Proceedings of Advances in Ranking NIPS 2009 Workshop (2009)
Klöppels, M., Wulfhorst, B.: Auto-warp - new components of the automation concept for the loom. Fibres and Textiles in Eastern Europe 5, 100–102 (1997)
Lance, G.N., Williams, W.T.: Mixed-data classificatory programs i - agglomerative systems. Australian Computer Journal 1(1), 15–20 (1967)
Langenhove, L., Sette, S.: Learning classifier systems for modeling the spinning process. In: 24th International Cotton Conference. Faserinstitut Bremen, Bremen (1998)
Lü, Z., Yang, J., Xiang, Q., Wang, X.: Support vector machines for predicting worsted yam properties. Indian Journal of Fibre and Textile Research 32, 173–178 (2007)
McSherry, D.: Similarity and Compromise. In: Ashley, K.D., Bridge, D.G. (eds.) ICCBR 2003. LNCS, vol. 2689, pp. 1067–1067. Springer, Heidelberg (2003)
McSherry, D.: Completeness Criteria for Retrieval in Recommender Systems. In: Roth-Berghofer, T.R., Göker, M.H., Güvenir, H.A. (eds.) ECCBR 2006. LNCS (LNAI), vol. 4106, pp. 9–29. Springer, Heidelberg (2006)
Ruzhong, J., Zhijun, L., Jianguo, Y.: Estimating a product quality by support vector machines method. Mechatronics and Automation. In: ICMA 2007, Harbin, pp. 3907–3912 (2007)
Sànchez-Marrè, M., Cortés, U., Roda, I.R., Poch, M.: Sustainable case learning for continuous domains. Environmental Modelling and Software 14(5), 349–357 (1999)
Semnani, D., Latifi, M., Tehran, M., Pourdeyhimi, B., Merati, A.: Effect of yarn appearance on apparent quality of weft knitted fabric. Journal of the Textile Institute 96, 295–301 (2005)
Vroman, P., Koehl, L., Zeng, X., Chen, T.: Designing structural parameters of nonwovens using fuzzy logic and neural networks. International Journal of Computational Intelligence Systems 1(4), 329–339 (2008)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2012 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Sevilla Villanueva, B., Sànchez-Marrè, M. (2012). Case-Based Reasoning Applied to Textile Industry Processes. In: Agudo, B.D., Watson, I. (eds) Case-Based Reasoning Research and Development. ICCBR 2012. Lecture Notes in Computer Science(), vol 7466. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-32986-9_32
Download citation
DOI: https://doi.org/10.1007/978-3-642-32986-9_32
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-32985-2
Online ISBN: 978-3-642-32986-9
eBook Packages: Computer ScienceComputer Science (R0)