- Tytuł:
- Prediction of Mechanical Properties of Woven Fabrics by ANN
- Autorzy:
- Elkateb, Sherien N.
- Powiązania:
- https://bibliotekanauki.pl/articles/2171977.pdf
- Data publikacji:
- 2022
- Wydawca:
- Sieć Badawcza Łukasiewicz - Instytut Biopolimerów i Włókien Chemicznych
- Tematy:
-
ANN
artificial neural network
mechanical properties
prediction performance
modelling
woven fabric - Opis:
- This study aims to obtain an accurate prediction model of mechanical properties of woven fabric to achieve customer satisfaction. Samples of plain woven fabric were produced from different yarn counts and blend ratios of cotton and polyester of weft yarn at different weft densities. Mechanical properties such as tensile strength, bending stiffness and elongation% in both the warp and weft directions were tested. The prediction model was based on Artificial Neural Networks (ANNs). For each model, thirty-nine samples were used for training and fifteen for testing prediction performance. Findings indicated that the ANN achieved a perfect performance in predicting all properties.
- Źródło:
-
Fibres & Textiles in Eastern Europe; 2022, 4 (151); 54--59
1230-3666
2300-7354 - Pojawia się w:
- Fibres & Textiles in Eastern Europe
- Dostawca treści:
- Biblioteka Nauki
Artykuł