| Titre : |
Soft computing in textile engineering |
| Type de document : |
texte imprimé |
| Auteurs : |
Abhijit Majumdar, Editeur scientifique |
| Editeur : |
Cambridge [United Kingdom] : Woodhead Publishing Ltd |
| Année de publication : |
2011 |
| Collection : |
Woodhead publishing series in textiles num. 111 |
| Importance : |
XXI-538 p. |
| Présentation : |
ill. |
| Format : |
24 cm |
| Prix : |
196 E |
| Note générale : |
Index - Bibliogr. |
| Langues : |
Américain (ame) |
| Catégories : |
Algorithmes génétiques
Conception technique
Informatique douce
Logique floue
Procédés de fabrication
Qualité -- Contrôle
Réseaux neuronaux (informatique)
Technique de la production
Textiles et tissus
|
| Index. décimale : |
677 Textiles |
| Résumé : |
Soft computing refers to a collection of computational techniques which study, model and analyse complex phenomena. As many textile engineering problems are inherently complex in nature, soft computing techniques have often provided optimum solutions to these cases. Although soft computing has several facets, it mainly revolves around three techniques; artificial neural networks, fuzzy logic and genetic algorithms. The book is divided into five parts, covering the entire process of textile production, from fibre manufacture to garment engineering. These include soft computing techniques in yarn manufacture and modelling, fabric and garment manufacture, textile properties and applications and textile quality evaluation. |
| Note de contenu : |
I. INTRODUCTION TO SOFT COMPUTING : 1. Introduction to soft computing techniques : artificial neural networks, fuzzy logic and genetic algorithms - 2. Artificial neural networks in materials modeling - 3. Fundamentals of soft models in textiles
II. SOFT COMPUTING IN YARN MANUFACTURING : 4. Artificial neural network in yarn property modeling - 5. Performance evaluation and enhancement of artificial neural networks in predicting modeling - 6. Yarn engineering using an artificial neural network
III. SOFT COMPUTING IN FABRIC MANUFACTURING : 8. Woven fabric engineering by mathematical modeling and soft computing methods - 9. Soft computing applications in knitting technology - 10. Modelling nonwovens using artificial neural networks
IV. SOFT COMPUTING IN GARMENT AND COMPOSITE MANUFACTURING : 11. Garment modelling by fuzzy logic - 12. Soft computing applications for sewing machines - 13. Artificial neural network applications in textile composites
V. SOFT COMPUTING IN TEXTILE QUALITY EVALUATION : 14. Fuzzy decision making and its applications in cotton fibre grading - 15. Silk cocoon grading by fuzzy expert systems - 16. Artificial neural modelling for prediction of thermal transmission properties of woven fabrics - 17. Modelling the fabric tearing process - 18. Textile quality evaluation by image processing and soft computing techniques |
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