Research Article
A New Hybrid Model for Hourly Solar Radiation Forecasting Using Daily Classification Technique and Machine Learning Algorithms
Table 4
The daily comparison between the ML models.
| Error metrics | Sunny days () | Cloudy days () | ANN | SVR | GB | RF | ANN | SVR | GB | RF |
| RMSE (W/m2) | 40.77 | 38.80 | 40 | 39 | 85.56 | 87.05 | 86.91 | 85.77 | nRMSE (%) | 9.61 | 9.15 | 9.57 | 9.36 | 42.09 | 42.82 | 42.75 | 42.19 | MAE (W/m2) | 22.47 | 19.72 | 23.18 | 21.03 | 51.02 | 51.58 | 51.55 | 50.19 | nMAE (%) | 5.30 | 4.65 | 5.46 | 4.96 | 25.1 | 25.37 | 25.36 | 24.69 | AIC | 3846 | 24947 | 3231 | 19113 | 3332 | 20790 | 2737 | 18631 |
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