Table 7.
Summary of errors for selected neural networks.
| Neutral Network Structure (Sensor) | RMSE (Root Mean Square Error) |
MAE (Mean Absolute Error) |
MAPE, % (Mean Absolute Percentage Error) |
||||||
|---|---|---|---|---|---|---|---|---|---|
| Training | Test | Validation | Training | Test | Validation | Training | Test | Validation | |
| MLP 1-3-1 (MRW-2) |
0.0181 | 0.0358 | 0.0208 | 0.0135 | 0.0266 | 0.0147 | 1.669 | 3.088 | 1.919 |
| MLP 1-8-1 (MRW-3) |
0.0082 | 0.0162 | 0.0094 | 0.0079 | 0.0154 | 0.0085 | 0.965 | 1.737 | 1.085 |
| MLP 1- 2-1 (MRW-4) |
0.0075 | 0.0149 | 0.0086 | 0.0062 | 0.0122 | 0.0067 | 0.854 | 1.544 | 0.956 |
| MLP 1-2-1 (MRW-5) |
0.0093 | 0.0184 | 0.0107 | 0.0085 | 0.0167 | 0.0092 | 1.121 | 1.862 | 1.122 |