Open Access
Table 1
RMSE obtained in the validation of the neural networks after training, for each targeted variable and each random split of the dataset.
| Root mean squared error (RMSE) in validation | |||||||
|---|---|---|---|---|---|---|---|
| Split | Fractional composition (%) | Temp. | |||||
| # | H2O | CO | CO2 | CH3OH | NH3 | CH4 | (K) |
| 1 | 1.9 | 1.6 | 2.5 | 2.4 | 1.6 | 1.4 | 7.7 |
| 2 | 2.5 | 2.2 | 3.3 | 2.1 | 1.1 | 1.6 | 12.6 |
| 3 | 2.2 | 2.6 | 2.1 | 2.3 | 0.9 | 1.1 | 9.6 |
| 4 | 2.8 | 2.5 | 2.3 | 2.0 | 1.4 | 1.2 | 9.9 |
| 5 | 2.0 | 2.7 | 2.3 | 2.3 | 1.0 | 1.4 | 10.5 |
| 6 | 2.4 | 2.3 | 2.3 | 2.6 | 1.1 | 1.7 | 9.1 |
| 7 | 2.6 | 1.9 | 2.4 | 2.4 | 1.2 | 1.5 | 11.7 |
| 8 | 2.6 | 1.7 | 2.7 | 1.9 | 1.6 | 1.4 | 10.2 |
| 9 | 2.9 | 3.3 | 2.3 | 2.1 | 2.1 | 1.5 | 9.2 |
| 10 | 2.4 | 2.3 | 2.8 | 2.2 | 1.4 | 1.3 | 11.0 |
| mean | 2.4 | 2.3 | 2.5 | 2.2 | 1.4 | 1.4 | 10.2 |
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