Data processing results
a) Analysis result of models re-construction . | ||||||
---|---|---|---|---|---|---|
. | Evaluation criteria in testing stage . | |||||
. | Whole data . | Re-constructed data . | ||||
Types of labyrinth weirs . | R2 . | DC . | RMSE . | R2 . | DC . | RMSE . |
NLW (3) | 0.889 | 0.872 | 0.026 | 0.954 | 0.941 | 0.015 |
INW (3) | 0.878 | 0.878 | 0.035 | 0.940 | 0.933 | 0.019 |
ALW (3) | 0.944 | 0.935 | 0 .015 | 0.976 | 0.971 | 0.010 |
ALWB (3) | 0.833 | 0.813 | 0.037 | 0.912 | 0.898 | 0.023 |
b) Analysis results of data merging . | ||||||
. | Evaluation criteria in testing stage . | |||||
. | Separate data . | Merged data . | ||||
Types of labyrinth weirs . | R2 . | DC . | RMSE . | R2 . | DC . | RMSE . |
NLW (10) | 0.990 | 0.988 | 0.007 | – | – | – |
INW (9) | 0.981 | 0.953 | 0.025 | – | – | – |
Combination (NLW & INW) (10) | – | – | – | 0.915 | 0.901 | 0.045 |
ALW (7) | 0.970 | 0.971 | 0.013 | – | – | – |
ALWB (7) | 0.960 | 0.958 | 0.010 | – | – | – |
Combination (ALW & ALWB) (7) | – | – | – | 0.871 | 0.866 | 0.052 |
a) Analysis result of models re-construction . | ||||||
---|---|---|---|---|---|---|
. | Evaluation criteria in testing stage . | |||||
. | Whole data . | Re-constructed data . | ||||
Types of labyrinth weirs . | R2 . | DC . | RMSE . | R2 . | DC . | RMSE . |
NLW (3) | 0.889 | 0.872 | 0.026 | 0.954 | 0.941 | 0.015 |
INW (3) | 0.878 | 0.878 | 0.035 | 0.940 | 0.933 | 0.019 |
ALW (3) | 0.944 | 0.935 | 0 .015 | 0.976 | 0.971 | 0.010 |
ALWB (3) | 0.833 | 0.813 | 0.037 | 0.912 | 0.898 | 0.023 |
b) Analysis results of data merging . | ||||||
. | Evaluation criteria in testing stage . | |||||
. | Separate data . | Merged data . | ||||
Types of labyrinth weirs . | R2 . | DC . | RMSE . | R2 . | DC . | RMSE . |
NLW (10) | 0.990 | 0.988 | 0.007 | – | – | – |
INW (9) | 0.981 | 0.953 | 0.025 | – | – | – |
Combination (NLW & INW) (10) | – | – | – | 0.915 | 0.901 | 0.045 |
ALW (7) | 0.970 | 0.971 | 0.013 | – | – | – |
ALWB (7) | 0.960 | 0.958 | 0.010 | – | – | – |
Combination (ALW & ALWB) (7) | – | – | – | 0.871 | 0.866 | 0.052 |