Table 6 The evaluation indices of the mlas models for sudden variation.
MLA | Execution time (sec) | RMSE | AE | RE (%) | RRSE | NAE | R (%) |
|---|---|---|---|---|---|---|---|
LR | 1 | 0.018 | 0.012 | 3.79 | 0.068 | 0.053 | 99.98 |
PR | 45 | 0.134 | 0.094 | 28.8 | 0.496 | 0.418 | 88 |
GBT | 2 | 0.102 | 0.087 | 29.97 | 0.378 | 0.386 | 99.9 |
RF | 19 | 0.017 | 0.012 | 3.98 | 0.064 | 0.055 | 99.8 |
DT | 1 | 0.019 | 0.013 | 4.63 | 0.069 | 0.058 | 99.8 |
NN | 5 | 0.017 | 0.012 | 3.61 | 0.061 | 0.055 | 99.8 |
DL | 16 | 0.019 | 0.014 | 4.27 | 0.07 | 0.06 | 99.8 |
K-NN | 29 | 0.023 | 0.016 | 5.39 | 0.084 | 0.073 | 99.7 |
SVM | 73 | 0.063 | 0.044 | 11.4 | 0.067 | 0.056 | 99.8 |
