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International Journal of Interdisciplinary Research

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Table 3 Structural elements of individual network architectures

From: Development and comparison of artificial neural network and statistical model for prediction of thermo-physiological properties of polyester–cotton plated fabrics

  Individual networks
NN1 NN2 NN3 NN4
Output parameters Thermal resistance Thermal absorptivity Air permeability Moisture vapour transmission rate
Input parameters Back layer yarn linear density, filament fineness, total yarn linear density, loop length
Number of nodes in input layer 4 4 4 4
Number of hidden layers 1 1 1 1
Number of nodes in hidden layers 7 4 7 7
Transfer function between input and hidden layer Tan sigmoid (tansig) Tan sigmoid (tansig) Tan sigmoid (tansig) Tan sigmoid (tansig)
Transfer function between hidden and output layer Linear (purelin) Linear (purelin) Linear (purelin) Linear (purelin)
Training rule Levenberg–Marquardt algorithm Levenberg–Marquardt algorithm Levenberg–Marquardt algorithm Levenberg–Marquardt algorithm