Table 4 The evaluation indices of the mlas models for a sunny day.
MLA | Execution time (sec) | RMSE | AE | RE (%) | RRSE | NAE | R (%) |
|---|---|---|---|---|---|---|---|
LR | 1 | 0.026 | 0.017 | 18.03 | 0.076 | 0.057 | 100 |
PR | 46 | 0.188 | 0.159 | 720.46 | 0.549 | 0.519 | 84.5 |
GBT | 2 | 0.147 | 0.139 | 1296.76 | 0.429 | 0.455 | 100 |
RF | 22 | 0.023 | 0.015 | 14.57 | 0.069 | 0.050 | 100 |
DT | 1 | 0.024 | 0.015 | 8.91 | 0.071 | 0.049 | 100 |
NN | 5 | 0.023 | 0.018 | 50.29 | 0.066 | 0.059 | 100 |
DL | 17 | 0.026 | 0.018 | 42.62 | 0.07 | 0.051 | 99.9 |
K-NN | 45 | 0.023 | 0.016 | 5.39 | 0.075 | 0.059 | 99.7 |
SVM | 178 | 0.104 | 0.081 | 21.9 | 0.086 | 0.075 | 99.9 |
