Table 1: Final training parameters for BPNN.

Network parametersValues

Number of training samples
Number of input neurons
250
1600
Number of hidden neurons80
Activation function at hidden and output layersLog-Sigmoid
Learning rate ()0.11
Momentum rate ()0.80
Required error (MSE)0.01
Epochs1,215
Training time40 secs