Table 9 Results of solar radiation prediction before the preprocessing step.
From: Advanced solar radiation prediction using combined satellite imagery and tabular data processing
Methods | MSE (W2/m4) | RMSE (W/m2) | MAE (W/m2) | R2 | MAPE (%) |
|---|---|---|---|---|---|
ANN | 12.682 | 3.562 | 2.008 | 0.951 | 14.674 |
SCG | 16.478 | 4.071 | 2.245 | 0.960 | 16.134 |
BR | 14.623 | 3.826 | 2.059 | 0.954 | 13.912 |
SVR | 18.538 | 4.317 | 2.367 | 0.967 | 15.029 |
MLP | 16.493 | 4.069 | 2.305 | 0.966 | 16.589 |
Traditional LSTM | 14.508 | 3.812 | 2.197 | 0.943 | 18.354 |
GRU | 13.798 | 3.712 | 2.038 | 0.950 | 14.923 |
OMBGRU-SRP | 11.372 | 3.217 | 1.765 | 0.973 | 11.652 |
Our | 10.721 | 3.084 | 1.471 | 0.993 | 10.853 |
