Table 2: Summary of different networks evaluated to yield the criteria of network performance.

No.Activation function   Neurons in hidden layer Training MRE Testing MRE
Hidden layerOutput layer

1logsiglogsig41.62.8
2logsiglogsig51.23.7
3logsiglogsig60.452.1
4logsigpurline524.5
5logsigpurline61.633.52
6logsigpurline71.273.81
7logsigtansig61.542.87
8logsigtansig72.672.34
9purlinlogsig60.892.9
10purlinlogsig70.752.3
11tansigpurline61.352.74
12tansigpurline71.723.37