<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>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.</p>
</abstract>

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.

Prediction of Mechanical Properties of Woven Fabrics by ANN

Textile Engineering Department, Faculty of Engineering

Fibres & Textiles in Eastern Europe

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

{"article-title":"Prediction of Mechanical Properties of Woven Fabrics by ANN"}

This study aims to obtain an accurate prediction model of mechanical properties of woven fabric to achieve customer satisfaction. Samples of plain woven fabric...

Prediction of Mechanical Properties of Woven Fabrics by ANN

Article Category: Research Article

Published Online: Dec 11, 2022

Page range: 54 - 59

DOI: https://doi.org/10.2478/ftee-2022-0036

Keywords
ANN, mechanical properties, prediction performance, modelling, woven fabric

© 2022 Sherien N. Elkateb, published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Prediction of Mechanical Properties of Woven Fabrics by ANN

Article Category: Research Article

Published Online: Dec 11, 2022

Page range: 54 - 59

DOI: https://doi.org/10.2478/ftee-2022-0036

KeywordsANN, mechanical properties, prediction performance, modelling, woven fabric

© 2022 Sherien N. Elkateb, published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Keywords
ANN, mechanical properties, prediction performance, modelling, woven fabric