Analyzing the Effects of Plasma Treatment Process Parameters on Fading of Cotton Fabrics Dyed with Two-Color Mix Dyes Using Bayesian Regulated Neural Networks (BRNNs)

Analyzing the Effects of Plasma Treatment Process Parameters on Fading of Cotton Fabrics Dyed with Two-Color Mix Dyes Using Bayesian Regulated Neural Networks (BRNNs)

This study used Bayesian Regulated Neural Networks (BRNN) with 10-fold cross-validation to accurately forecast fading effects of plasma treatment on cotton fabrics for a given set of parameters. By training six independent BRNN models, a reduction in model complexity and an enhancement in generaliza...

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Bibliographic Details
Main Authors: Senbiao Liu, Yaohui Keane Liu, Kwan-Yu Chris Lo, Chi-Wai Kan
Format: Article
Language:English
Published: Taylor & Francis Group 2023-11-01
Series:Journal of Natural Fibers
Subjects:
bayesian regulated neural network
10-fold cross-validation
sensitivity analysis
plasma treatment
two-color mix dye
fading effect prediction
Online Access:http://dx.doi.org/10.1080/15440478.2023.2259101

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