Table 3 Scoring system and obtained accuracy indicators.
Number | Model | Training phase | Testing phase | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
RMSE | MAPE | MAE | R | Overall | RMSE | MAPE | MAE | R | Overall | ||
Obtained indicator | BSA-ANN | 1554.91 | 4.1591 | 1137.59 | 0.99485 | – | 1507.82 | 4.3821 | 1186.11 | 0.99485 | – |
EWA-ANN | 6408.07 | 19.9943 | 5056.13 | 0.90565 | – | 5906.41 | 17.4724 | 4556.12 | 0.91217 | – | |
SOSA-ANN | 4653.58 | 16.0975 | 3652.30 | 0.95233 | – | 4559.30 | 15.7898 | 3614.79 | 0.95068 | – | |
SSA-ANN | 1233.51 | 3.7931 | 965.20 | 0.99663 | – | 1418.51 | 4.2317 | 1119.15 | 0.99519 | – | |
WDA-ANN | 1247.45 | 3.4434 | 947.07 | 0.99655 | – | 1406.62 | 3.6884 | 1047.78 | 0.99522 | – | |
SBO-ANN | 934.15 | 2.5060 | 669.75 | 0.99817 | – | 927.09 | 2.3082 | 625.36 | 0.99802 | – | |
Score | BSA-ANN | 3 | 3 | 3 | 3 | 12 | 3 | 3 | 3 | 3 | 12 |
EWA-ANN | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 4 | |
SOSA-ANN | 2 | 2 | 2 | 2 | 8 | 2 | 2 | 2 | 2 | 8 | |
SSA-ANN | 5 | 4 | 4 | 5 | 18 | 4 | 4 | 4 | 4 | 16 | |
WDA-ANN | 4 | 5 | 5 | 4 | 18 | 5 | 5 | 5 | 5 | 20 | |
SBO-ANN | 6 | 6 | 6 | 6 | 24 | 6 | 6 | 6 | 6 | 24 | |
