Table 6: Optimum ANN structure for equilibrium data.

Type Details
Network type Feed-forward backpropagation
Transfer function (Hidden Layer) Tansig
Transfer function (Output Layer) Purelin
Training function Bayesian Regulation
Performance function Mean Square Error (MSE)
Neurons in input layer 1
Neurons in hidden layer 10
Neurons in output layer 1
Data used for training 85%
Data for testing 15%
R2 0.9984