Investigation on air permeability of finished stretch plain knitted fabrics. I. Predicting air permeability using artificial neural networks

2016 ◽  
Vol 17 (12) ◽  
pp. 2105-2115 ◽  
Author(s):  
Rania Baghdadi ◽  
Hamza Alibi ◽  
Faten Fayala ◽  
Xianyi Zeng
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Air Permeability ◽  
Knitted Fabrics ◽  
Artificial Neural

scholarly journals Prognosticating the Shade Change after Softener Application using Artificial Neural Networks

2020 ◽  
Vol 0 (0) ◽  
Author(s):  
Assad Farooq ◽  
Farida Irshad ◽  
Rizwan Azeemi ◽  
Nadeem Iqbal
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Cross Validation ◽  
Knitted Fabrics ◽  
Input Parameters ◽  
Wet Processing ◽  
Artificial Neural ◽  
Dyed Fabrics ◽  
Fabric Surface

AbstractSoftener application on fabric surface facilitates the process and wear abilities of the fabric. However, the application of softeners and other functional finishes influence the color of dyed fabrics, which results in shade change in the final finished fabrics. This article presents the method of intelligent prediction of the shade change of dyed knitted fabrics after finishing application by using artificial neural networks (ANNs). Individual neural networks are trained for the prediction of delta values (ΔL, Δa, Δb, Δc, and Δh) of finished samples with the help of reflectance values of the knitted dyed samples along with color, shade percentage, and finishing concentrations, which were selected as input parameters. The trained ANNs were validated through “holdout” and “cross-validation” techniques. The trained ANNs were combined to develop the model for shade prediction. The developed system can predict the shade change with >90% accuracy and help to decrease the rework and reprocessing in the wet processing industries.

FUTURE OF ARTIFICIAL NEURAL NETWORKS IN SPACE EXPLORATION AND SPACE ENGINEERING

2018 ◽  
pp. 6-11
Author(s):  
Kobiljon Kh. Zoidov ◽  
◽  
Svetlana V. Ponomareva ◽  
Daniel I. Serebryansky ◽  
◽  
...  
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Space Exploration ◽  
Artificial Neural
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