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Table 5

The statistical parameters and optimal parameters of SVM model

Train
Test
ModelR2DCRMSER2DCRMSEcɛγ
Normal labyrinth weirs (NLW) 
 NLW 1 0.863 0.860 0.030 0.846 0.816 0.031 10 0.01 2 
 NLW 2 0.902 0.898 0.026 0.883 0.869 0.026 10 0.01 4 
 NLW 3 0.908 0.904 0.025 0.889 0.872 0.026 10 0.01 20 
 NLW 4 0.972 0.972 0.013 0.956 0.954 0.015 10 0.01 5 
 NLW 5 0.990 0.979 0.010 0.986 0.979 0.010 10 0.01 12 
 NLW 6 0.941 0.937 0.023 0.921 0.910 0.020 10 0.01 16 
 NLW 7 0.992 0.976 0.011 0.986 0.976 0.011 10 0.01 20 
 NLW 8 0.978 0.975 0.012 0.970 0.969 0.013 10 0.01 20 
 NLW 9 0.992 0.977 0.011 0.986 0.977 0.011 10 0.01 9 
 NLW 10 0.992 0.991 0.007 0.990 0.988 0.007 10 0.01 1 
Inverted labyrinth weirs (ILW) 
 ILW 1 0.900 0.897 0.034 0.868 0.860 0.035 10 0.1 2 
 ILW 2 0.900 0.898 0.035 0.868 0.860 0.036 10 0.1 2 
 ILW 3 0.925 0.924 0.031 0.878 0.878 0.035 10 0.1 2 
 ILW 4 0.919 0.919 0.032 0.878 0.874 0.035 10 0.1 0.1 
 ILW 5 0.946 0.943 0.026 0.915 0.913 0.029 10 0.1 2 
 ILW 6 0.921 0.916 0.031 0.930 0.840 0.032 10 0.1 0.5 
 ILW 7 0.948 0.947 0.020 0.912 0.910 0.026 10 0.1 3.0 
 ILW 8 0.921 0.921 0.031 0.870 0.869 0.036 10 0.1 3 
 ILW 9 0.982 0.981 0.015 0.981 0.954 0.025 10 0.1 0.5 
 ILW 10 0.920 0. 916 0.034 0.872 0.871 0.036 10 0.1 0.5 
Arced labyrinth weirs Without nappe breakers (ALW) 
 ALW 1 0.855 0.853 0.022 0.822 0.803 0.033 100 0.01 4.1 
 ALW 2 0.960 0.960 0.010 0.952 0.943 0.016 100 0.01 4.1 
 ALW 3 0.964 0.960 0.012 0.944 0.935 0.015 100 0.01 3.5 
 ALW 4 0.960 0.958 0.011 0.952 0.944 0.016 100 0.01 2.5 
 ALW 5 0.986 0.985 0.009 0.958 0.954 0.016 100 0.01 2.5 
 ALW 6 0.966 0.963 0.011 0.964 0.942 0.014 100 0.01 2.7 
 ALW 7 0.994 0.993 0.006 0.970 0.967 0.013 100 0.01 4.1 
 ALW 8 0.944 0.943 0.011 0.942 0.929 0.017 100 0.01 4.1 
Arced labyrinth weirs With nappe breakers (ALWB) 
 ALWB 1 0.749 0.748 0.034 0.746 0.713 0.036 10 0.01 1 
 ALWB 2 0.929 0.928 0.032 0.915 0.913 0.033 10 0.01 5 
 ALWB 3 0.952 0.951 0.035 0.833 0.813 0.037 10 0.01 1.2 
 ALWB 4 0.968 0.961 0.030 0.866 0.852 0.032 10 0.01 3 
 ALWB 5 0.972 0.970 0.008 0.925 0.886 0.014 10 0.01 2.5 
 ALWB 6 0.974 0.971 0.030 0.868 0.859 0.031 10 0.01 4 
 ALWB 7 0.982 0.981 0.006 0.960 0.958 0.010 10 0.01 5 
 ALWB 8 0.835 0.550 0.034 0.831 0.511 0.040 10 0.01 10 
Train
Test
ModelR2DCRMSER2DCRMSEcɛγ
Normal labyrinth weirs (NLW) 
 NLW 1 0.863 0.860 0.030 0.846 0.816 0.031 10 0.01 2 
 NLW 2 0.902 0.898 0.026 0.883 0.869 0.026 10 0.01 4 
 NLW 3 0.908 0.904 0.025 0.889 0.872 0.026 10 0.01 20 
 NLW 4 0.972 0.972 0.013 0.956 0.954 0.015 10 0.01 5 
 NLW 5 0.990 0.979 0.010 0.986 0.979 0.010 10 0.01 12 
 NLW 6 0.941 0.937 0.023 0.921 0.910 0.020 10 0.01 16 
 NLW 7 0.992 0.976 0.011 0.986 0.976 0.011 10 0.01 20 
 NLW 8 0.978 0.975 0.012 0.970 0.969 0.013 10 0.01 20 
 NLW 9 0.992 0.977 0.011 0.986 0.977 0.011 10 0.01 9 
 NLW 10 0.992 0.991 0.007 0.990 0.988 0.007 10 0.01 1 
Inverted labyrinth weirs (ILW) 
 ILW 1 0.900 0.897 0.034 0.868 0.860 0.035 10 0.1 2 
 ILW 2 0.900 0.898 0.035 0.868 0.860 0.036 10 0.1 2 
 ILW 3 0.925 0.924 0.031 0.878 0.878 0.035 10 0.1 2 
 ILW 4 0.919 0.919 0.032 0.878 0.874 0.035 10 0.1 0.1 
 ILW 5 0.946 0.943 0.026 0.915 0.913 0.029 10 0.1 2 
 ILW 6 0.921 0.916 0.031 0.930 0.840 0.032 10 0.1 0.5 
 ILW 7 0.948 0.947 0.020 0.912 0.910 0.026 10 0.1 3.0 
 ILW 8 0.921 0.921 0.031 0.870 0.869 0.036 10 0.1 3 
 ILW 9 0.982 0.981 0.015 0.981 0.954 0.025 10 0.1 0.5 
 ILW 10 0.920 0. 916 0.034 0.872 0.871 0.036 10 0.1 0.5 
Arced labyrinth weirs Without nappe breakers (ALW) 
 ALW 1 0.855 0.853 0.022 0.822 0.803 0.033 100 0.01 4.1 
 ALW 2 0.960 0.960 0.010 0.952 0.943 0.016 100 0.01 4.1 
 ALW 3 0.964 0.960 0.012 0.944 0.935 0.015 100 0.01 3.5 
 ALW 4 0.960 0.958 0.011 0.952 0.944 0.016 100 0.01 2.5 
 ALW 5 0.986 0.985 0.009 0.958 0.954 0.016 100 0.01 2.5 
 ALW 6 0.966 0.963 0.011 0.964 0.942 0.014 100 0.01 2.7 
 ALW 7 0.994 0.993 0.006 0.970 0.967 0.013 100 0.01 4.1 
 ALW 8 0.944 0.943 0.011 0.942 0.929 0.017 100 0.01 4.1 
Arced labyrinth weirs With nappe breakers (ALWB) 
 ALWB 1 0.749 0.748 0.034 0.746 0.713 0.036 10 0.01 1 
 ALWB 2 0.929 0.928 0.032 0.915 0.913 0.033 10 0.01 5 
 ALWB 3 0.952 0.951 0.035 0.833 0.813 0.037 10 0.01 1.2 
 ALWB 4 0.968 0.961 0.030 0.866 0.852 0.032 10 0.01 3 
 ALWB 5 0.972 0.970 0.008 0.925 0.886 0.014 10 0.01 2.5 
 ALWB 6 0.974 0.971 0.030 0.868 0.859 0.031 10 0.01 4 
 ALWB 7 0.982 0.981 0.006 0.960 0.958 0.010 10 0.01 5 
 ALWB 8 0.835 0.550 0.034 0.831 0.511 0.040 10 0.01 10 
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