| Model inputs | No. of inputs | Algorithm | Architecture | No. of hidden layer | Training | Testing | Validation | R | DC | R | DC | R | DC |
| Rt, Et, Tt | 3 | | [3-8-1] | One |
0.606
|
−0.957
|
0.491
|
−1.892
|
0.623
|
−1.449
| Qt−1, Rt, Rt−1, Et, Et−1, Tt, Tt−1 | 7 | | [7-3-1] | One |
0.995
|
0.990
|
0.966
|
0.932
|
0.961
|
0.909
| Qt−1, Qt−2, Rt, Rt−1, Rt−2, Et, Et−1, Et−2, Tt, Tt−1, Tt−2 | 11 | | [ 11-10-1] | One | | | | | | | Qt−1, Qt−2, Qt−3, Rt, Rt−1, Rt−2, Rt−3, Et, Et−1, Et−2,Et−3, Tt, Tt−1, Tt−2, Tt−3 | 15 | | [15-10-1] | One |
0.983
|
0.960
|
0.950
|
0.894
|
0.971
|
0.940
| Qt−1, Qt−2, Qt−3, Qt−4, Rt, Rt−1, Rt−2, Rt−3, Rt−4, Et, Et−1, Et−2, Et−3, Et−4, Tt, Tt−1, Tt−2, Tt−3, Tt−4 | 19 | Levenberg-Marquardt | [19-13-1] | One |
0.982
|
0.956
|
0.989
|
0.969
|
0.975
|
0.928
| Rt, Et, Tt | 3 | [3-2-2-1] | Two |
0.528
|
−210441.73
|
0.521
|
−168494.734
|
0.392
|
−214100.83
| Qt-1, Rt, Rt-1, Et, Et-1, Tt, Tt-1 | 7 | | [7-3-2-1] | Two |
0.985
|
0.967
|
0.970
|
0.935
|
0.168
|
0.934
| Qt−1, Qt−2, Rt, Rt−1, Rt−2, Et, Et−1, Et−2, Tt, Tt−1, Tt−2 | 11 | | [11-3-2-1] | Two |
0.986
|
0.972
|
0.983
|
0.961
|
0.957
|
0.914
| Qt−1, Qt−2, Qt−3, Rt, Rt−1, Rt−2, Rt−3, Et, Et−1, Et−2,Et−3, Tt, Tt−1, Tt−2, Tt−3 | 15 | | [15-3-3-1] | Two |
0.982
|
0.941
|
0.93
|
0.89
|
0.986
|
0.91
| Qt−1, Qt−2, Qt−3, Qt−4, Rt, Rt−1, Rt−2, Rt−3, Rt−4, Et, Et−1, Et−2, Et−3, Et−4, Tt, Tt−1, Tt−2, Tt−3, Tt−4 | 19 | | [ 19-4 -3-1] | Two | | | | | | |
|
|