Statistical parameters of the SVM models for the relative energy dissipation ratio
Condition . | SVM models . | Optimal parameters . | Performance criteria . | |||||||
---|---|---|---|---|---|---|---|---|---|---|
. | . | . | Train . | Test . | ||||||
C . | ɛ . | γ . | R . | DC . | RMSE . | R . | DC . | RMSE . | ||
Expanding channel with central sill | DE(I) | 10 | 0.11 | 5 | 0.909 | 0.902 | 0.031 | 0.904 | 0.899 | 0.038 |
DE(II) | 10 | 0.10 | 5 | 0.992 | 0.983 | 0.014 | 0.989 | 0.972 | 0.024 | |
DE(III) | 10 | 0.11 | 4 | 0.912 | 0.925 | 0.028 | 0.906 | 0.918 | 0.034 | |
DE(VI) | 8.0 | 0.10 | 4 | 0.938 | 0.932 | 0.019 | 0.927 | 0.931 | 0.031 | |
DE(VII) | 10 | 0.1 | 4 | 0.993 | 0.985 | 0.012 | 0.992 | 0.984 | 0.021 |
Condition . | SVM models . | Optimal parameters . | Performance criteria . | |||||||
---|---|---|---|---|---|---|---|---|---|---|
. | . | . | Train . | Test . | ||||||
C . | ɛ . | γ . | R . | DC . | RMSE . | R . | DC . | RMSE . | ||
Expanding channel with central sill | DE(I) | 10 | 0.11 | 5 | 0.909 | 0.902 | 0.031 | 0.904 | 0.899 | 0.038 |
DE(II) | 10 | 0.10 | 5 | 0.992 | 0.983 | 0.014 | 0.989 | 0.972 | 0.024 | |
DE(III) | 10 | 0.11 | 4 | 0.912 | 0.925 | 0.028 | 0.906 | 0.918 | 0.034 | |
DE(VI) | 8.0 | 0.10 | 4 | 0.938 | 0.932 | 0.019 | 0.927 | 0.931 | 0.031 | |
DE(VII) | 10 | 0.1 | 4 | 0.993 | 0.985 | 0.012 | 0.992 | 0.984 | 0.021 |