Table 5 The evaluation indices of the mlas models for a cloudy day.
MLA | Execution time (sec) | RMSE | AE | RE (%) | RRSE | NAE | R (%) |
|---|---|---|---|---|---|---|---|
LR | 1 | 0.016 | 0.009 | 35.62 | 0.057 | 0.036 | 99.9 |
PR | 37 | 0.188 | 0.168 | 1142 | 0.671 | 0.698 | 84.5 |
GBT | 1 | 0.134 | 0.124 | 1332.01 | 0.478 | 0.513 | 99.9 |
RF | 14 | 0.018 | 0.010 | 17.08 | 0.064 | 0.040 | 99.9 |
DT | 1 | 0.018 | 0.009 | 11.27 | 0.065 | 0.036 | 99.9 |
NN | 4 | 0.019 | 0.013 | 93.85 | 0.066 | 0.056 | 99.9 |
DL | 14 | 0.018 | 0.010 | 43.87 | 0.065 | 0.040 | 99.9 |
K-NN | 26 | 0.019 | 0.011 | 5.39 | 0.067 | 0.048 | 99.9 |
SVM | 147 | 0.061 | 0.046 | 8.84 | 0.062 | 0.055 | 99.98 |
