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A NEURAL NETWORK SYSTEM FOR PREDICTION OF THERMAL RESISTANCE OF KNIT FABRICS

巻 3, 発行 1, 2012, pp. 35-53
DOI: 10.1615/SpecialTopicsRevPorousMedia.v3.i1.40
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要約

An artificial neural network (ANN) was developed to predict the thermal resistance of knit fabrics. Thickness, porosity, air permeability, weight per unit area, and fiber conductivity were taken as input variables of the ANN. Data on thermal resistance were measured on experiments carried out on jersey knitted structures. An original (virtual leave-one-out) approach dealing with the overfitting phenomenon and allowing the selection of the optimal neural network architecture was used. The optimal ANN model contained three hidden neurons in the hidden layer. This model was validated by testing data, and the confidence intervals on the predictions were evaluated. It shows good performance in prediction with better accuracy. The developed neural model is expected to be used for a wide industrial context.

によって引用された
  1. Shabaridharan K., Das A., Modeling of thermal properties of multilayered fabrics by ANN consisting of polypropylene needle-punched nonwovens, The Journal of The Textile Institute, 105, 2, 2014. Crossref

  2. Alibi Hamza, Fayala Faten, Bhouri Naoufel, Jemni Abdelmajid, Zeng Xianyi, An optimal artificial neural network system for designing knit stretch fabrics, Journal of the Textile Institute, 104, 7, 2013. Crossref

  3. Shabaridharan M., Das A., Study on thermal and evaporative resistances of multilayered fabric ensembles, Journal of the Textile Institute, 104, 10, 2013. Crossref

  4. Shabaridharan , Das A, Statistical and ANN analysis of thermal and evaporative resistances of multilayered fabric ensembles, Journal of the Textile Institute, 104, 9, 2013. Crossref

  5. Fayala Faten, Alibi Hamza, Jemni Abdelmajid, Zeng Xianyi, A new hybrid artificial intelligence approach to predicting global thermal comfort of stretch knitted fabrics, Fibers and Polymers, 16, 6, 2015. Crossref

  6. Alibi Hamza, Fayala Faten, Jemni Abdelmajid, Zeng Xianyi, A neural network system for designing new stretch fabrics, 2013 International Conference on Electrical Engineering and Software Applications, 2013. Crossref

  7. Nayak Rajkishore, Padhye Rajiv, Artificial intelligence and its application in the apparel industry, in Automation in Garment Manufacturing, 2018. Crossref

  8. Baghdadi Rania, Alibi Hamza, Fayala Faten, Zeng Xianyi, Investigation on Stiffness of Finished Stretch Plain Knitted Fabrics Using Fuzzy Decision Trees and Artificial Neural Networks, Fibers and Polymers, 22, 2, 2021. Crossref

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