International Journal of Interdisciplinary Research
Table 3 Structural elements of individual network architectures
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 |