Table 5

Serial no.Type of ANNHidden layer variation H1 H2 H3Correlation coefficient MSE ( s)
TrainingCross validationTesting

01MLP08,04,020.726 960 4330.011 620 7580.019 586 1980.014 066 1059.78266.1
02Gen FF08,04,020.738 815 8960.011 513 0170.018 595 8220.01 154 6719.7826185.1
03Mod NN08,04,020.734 250 0270.012 326 1230.023 655 1460.016 096 2049.782637.9
04RBF08,04,020.710 938 9820.011 711 9910.020 447 4560.014 686 1269.782642.1
05Time-lag Rec08,04,020.703 300 0640.009 955 2030.023 340 2900.016 268 5039.78261.667
06Recurrent NN08,04,020.739 407 9460.009 971 9260.018 246 1620.013 818 1559.7826493.8