Research Article
Application of Deep Learning to the Prediction of Solar Irradiance through Missing Data
Table 3
The results of AIGRU, IGRU, and GRU.
| Evaluation technique | Mean absolute error | Masked root mean squared error | Regression | Root mean square error | GRU | IGRU | AIGRU | GRU | IGRU | AIGRU | GRU | IGRU | AIGRU | GRU | IGRU | AIGRU |
| 0.30 | 158.60 | 132.15 | 125.72 | 257.24 | 220.53 | 209.97 | 0.25 | 0.45 | 0.49 | 254.97 | 223.91 | 227.63 | 0.50 | 139.88 | 132.28 | 138.81 | 230.31 | 220.63 | 231.03 | 0.40 | 0.44 | 0.39 | 235.32 | 228.38 | 236.40 | 0.70 | 128.22 | 117.81 | 124.70 | 211.09 | 199.74 | 208.02 | 0.49 | 0.54 | 0.51 | 212.40 | 201.58 | 228.89 | 0.90 | 140.45 | 121.46 | 126.27 | 234.33 | 200.13 | 213.66 | 0.37 | 0.54 | 0.48 | 241.16 | 208.15 | 231.03 |
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