Table 1 Statistics of the ten NN and their ensemble for pH and TA, including the Mean Absolute Error (MAE), Mean Square Error (MSE), and Root Mean Square Error (RMSE).
Variable | NN | MAE | MSE | RMSE | r2 |
|---|---|---|---|---|---|
pH | 1 | 0.0231 | 0.0011 | 0.0326 | 0.87 |
2 | 0.0212 | 0.0009 | 0.0300 | 0.89 | |
3 | 0.0219 | 0.0010 | 0.0310 | 0.88 | |
4 | 0.0225 | 0.0010 | 0.0321 | 0.87 | |
5 | 0.0212 | 0.0009 | 0.0304 | 0.88 | |
6 | 0.0226 | 0.0010 | 0.0318 | 0.87 | |
7 | 0.0231 | 0.0011 | 0.0331 | 0.86 | |
8 | 0.0230 | 0.0010 | 0.0322 | 0.87 | |
9 | 0.0218 | 0.0009 | 0.0301 | 0.89 | |
10 | 0.0224 | 0.0010 | 0.0310 | 0.88 | |
Ensemble | 0.0189 | 0.0007 | 0.0272 | 0.91 | |
[\(\hbox {H}^+\)] | Ensemble | 0.399 | 0.346 | 0.588 | 0.91 |
TA | 1 | 7.3 | 133.2 | 11.5 | 0.96 |
2 | 7.2 | 134.6 | 11.6 | 0.96 | |
3 | 7.3 | 145.0 | 12.0 | 0.96 | |
4 | 7.2 | 140.5 | 11.9 | 0.97 | |
5 | 7.2 | 168.0 | 13.0 | 0.95 | |
6 | 7.4 | 139.8 | 11.8 | 0.96 | |
7 | 6.9 | 125.9 | 11.2 | 0.96 | |
8 | 7.5 | 133.3 | 11.6 | 0.96 | |
9 | 7.8 | 158.6 | 12.6 | 0.96 | |
10 | 7.1 | 125.6 | 11.2 | 0.96 | |
Ensemble | 6.3 | 112.6 | 10.6 | 0.97 |