Table 5 Statistical comparison of calibration (Ca) and validation (Va) estimated Rs (using the locally calibrated of the models coefficients).
Station | Algorithm | A–P model | Model 1 | Model 2 | Model 3 | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
RMSE | R2 | MBE | RMSE | R2 | MBE | RMSE | R2 | MBE | RMSE | R2 | MBE | |||
Bandar Abbas | SCE | Ca | 1.13 | 0.841 | 0 | 1.41 | 0.841 | − 0.80 | 1.13 | 0.841 | 0.00 | 1.17 | 0.840 | 0.30 |
Va | 1.60 | 0.835 | − 0.41 | 2.08 | 0.840 | − 1.25 | 1.60 | 0.835 | − 0.41 | 1.55 | 0.836 | − 0.11 | ||
HS | Ca | 1.16 | 0.835 | 0.21 | 1.16 | 0.835 | − 0.03 | 1.22 | 0.816 | − 0.01 | 1.25 | 0.823 | − 0.16 | |
Va | 1.53 | 0.836 | − 0.19 | 1.62 | 0.827 | − 0.43 | 1.69 | 0.807 | − 0.42 | 1.63 | 0.818 | − 0.52 | ||
IHS | Ca | 1.15 | 0.839 | − 0.13 | 1.17 | 0.838 | − 0.23 | 1.18 | 0.833 | 0.15 | 1.20 | 0.821 | 0.08 | |
Va | 1.69 | 0.832 | − 0.55 | 1.66 | 0.838 | − 0.64 | 1.56 | 0.830 | − 0.26 | 1.70 | 0.809 | − 0.34 | ||
GHS | Ca | 1.16 | 0.841 | − 0.19 | 1.17 | 0.841 | − 0.16 | 1.14 | 0.840 | − 0.09 | 1.35 | 0.825 | 0.62 | |
Va | 1.61 | 0.839 | − 0.58 | 1.56 | 0.841 | − 0.54 | 1.62 | 0.835 | − 0.49 | 1.73 | 0.814 | 0.16 | ||
Esfahan | SCE | Ca | 0.83 | 0.970 | 0.09 | 0.83 | 0.970 | 0.01 | 0.83 | 0.970 | 0.09 | 0.83 | 0.969 | 0.01 |
Va | 1.3 | 0.941 | 0.40 | 1.29 | 0.940 | 0.32 | 1.31 | 0.940 | 0.4 | 1.29 | 0.946 | 0.32 | ||
HS | Ca | 0.84 | 0.962 | − 0.07 | 0.90 | 0.966 | − 0.19 | 0.96 | 0.964 | − 0.02 | 1.13 | 0.943 | 0.12 | |
Va | 1.26 | 0.940 | 0.24 | 1.29 | 0.937 | 0.14 | 1.40 | 0.935 | 0.26 | 1.53 | 0.923 | 0.36 | ||
IHS | Ca | 0.85 | 0.966 | − 0.04 | 0.92 | 0.970 | 0.04 | 0.93 | 0.967 | 0.06 | 0.85 | 0.968 | 0.07 | |
Va | 1.3 | 0.940 | 0.27 | 1.32 | 0.940 | 0.36 | 1.40 | 0.937 | 0.37 | 1.33 | 0.945 | 0.38 | ||
GHS | Ca | 0.84 | 0.968 | − 0.12 | 0.83 | 0.970 | 0.01 | 0.87 | 0.970 | − 0.28 | 0.94 | 0.968 | 0.26 | |
Va | 1.27 | 0.941 | 0.19 | 1.28 | 0.940 | 0.32 | 1.24 | 0.940 | 0.03 | 1.39 | 0.946 | 0.58 | ||
Kerman | SCE | Ca | 1.15 | 0.923 | − 0.82 | 1.15 | 0.924 | 0.01 | 1.15 | 0.924 | − 0.13 | 1.14 | 0.925 | − 0.10 |
Va | 1.56 | 0.909 | − 0.27 | 1.54 | 0.910 | − 0.30 | 1.58 | 0.910 | − 0.43 | 1.55 | 0.911 | − 0.41 | ||
HS | Ca | 1.39 | 0.908 | − 1.34 | 1.36 | 0.895 | − 0.17 | 1.74 | 0.891 | 1.01 | 1.71 | 0.904 | − 0.34 | |
Va | 1.23 | 0.895 | − 1.62 | 1.85 | 0.866 | − 0.44 | 1.79 | 0.870 | 0.69 | 1.72 | 0.890 | − 0.56 | ||
IHS | Ca | 1.22 | 0.908 | − 1.10 | 1.24 | 0.923 | 0.18 | 1.30 | 0.912 | 0.18 | 1.29 | 0.917 | − 0.21 | |
Va | 1.26 | 0.923 | − 1.35 | 1.71 | 0.910 | − 0.17 | 1.74 | 0.897 | − 0.13 | 1.55 | 0.901 | − 0.50 | ||
GHS | Ca | 1.29 | 0.923 | − 1.32 | 1.15 | 0.924 | 0.10 | 1.16 | 0.923 | − 0.08 | 1.21 | 0.919 | 0.25 | |
Va | 1.56 | 0.909 | − 1.59 | 1.55 | 0.910 | − 0.22 | 1.57 | 0.908 | − 0.38 | 1.50 | 0.907 | − 0.06 | ||
Mashhad | SCE | Ca | 0.82 | 0.981 | 0.07 | 0.82 | 0.981 | 0.05 | 0.84 | 0.981 | 0.18 | 0.82 | 0.981 | − 0.10 |
Va | 1.24 | 0.961 | 0.07 | 1.24 | 0.960 | 0.08 | 1.26 | 0.961 | 0.17 | 1.25 | 0.961 | − 0.11 | ||
HS | Ca | 0.86 | 0.980 | 0.12 | 1.03 | 0.971 | 0.12 | 1.05 | 0.970 | − 0.10 | 1.02 | 0.972 | − 0.06 | |
Va | 1.31 | 0.960 | 0.10 | 1.43 | 0.951 | 0.09 | 1.45 | 0.948 | − 0.10 | 1.34 | 0.952 | − 0.08 | ||
IHS | Ca | 0.84 | 0.981 | 0.18 | 0.90 | 0.977 | − 0.05 | 0.88 | 0.979 | 0.14 | 1.03 | 0.976 | − 0.12 | |
Va | 1.26 | 0.960 | 0.17 | 1.30 | 0.957 | − 0.05 | 1.27 | 0.959 | 0.12 | 1.30 | 0.957 | − 0.12 | ||
GHS | Ca | 0.83 | 0.981 | − 0.04 | 0.86 | 0.979 | 0.03 | 0.87 | 0.981 | − 0.15 | 0.92 | 0.979 | − 0.22 | |
Va | 1.22 | 0.961 | − 0.04 | 1.27 | 0.959 | 0.03 | 1.32 | 0.960 | − 0.17 | 1.25 | 0.959 | − 0.22 | ||
Shiraz | SCE | Ca | 1.30 | 0.923 | 0.05 | 1.31 | 0.921 | − 0.18 | 1.28 | 0.923 | 0.05 | 1.27 | 0.923 | − 0.04 |
Va | 2.61 | 0.913 | − 2.09 | 2.21 | 0.913 | − 1.5 | 1.91 | 0.915 | − 1.03 | 1.95 | 0.916 | − 1.12 | ||
HS | Ca | 1.35 | 0.922 | − 0.32 | 2.15 | 0.918 | − 3.9 | 1.39 | 0.908 | − 0.03 | 1.48 | 0.911 | 0 | |
Va | 2.99 | 0.912 | − 2.50 | 5.38 | 0.909 | − 5.09 | 2.15 | 0.899 | − 1.27 | 1.82 | 0.904 | − 0.86 | ||
IHS | Ca | 1.32 | 0.922 | 0.20 | 1.40 | 0.917 | 0.45 | 1.35 | 0.917 | 0.02 | 1.38 | 0.913 | − 0.11 | |
Va | 2.54 | 0.912 | − 1.97 | 1.90 | 0.912 | − 0.75 | 1.83 | 0.909 | − 0.91 | 2.04 | 0.900 | − 1.16 | ||
GHS | Ca | 1.38 | 0.923 | − 0.33 | 1.30 | 0.921 | 0.15 | 1.37 | 0.922 | 0.06 | 1.4 | 0.917 | − 0.21 | |
Va | 2.85 | 0.913 | − 2.41 | 1.90 | 0.913 | − 0.98 | 1.79 | 0.915 | − 0.96 | 2.28 | 0.913 | − 1.39 | ||
Yazd | SCE | Ca | 2.67 | 0.921 | − 2.36 | 2.21 | 0.921 | − 2.65 | 1.51 | 0.924 | 0.04 | 1.50 | 0.925 | 0.02 |
Va | 2.39 | 0.916 | − 2.68 | 2.11 | 0.916 | − 2.33 | 1.72 | 0.919 | 0.48 | 1.71 | 0.920 | 0.51 | ||
HS | Ca | 2.03 | 0.920 | − 1.39 | 1.73 | 0.913 | − 0.30 | 1.58 | 0.919 | 0.15 | 1.69 | 0.904 | − 0.04 | |
Va | 1.75 | 0.913 | 0.36 | 1.99 | 0.910 | 0.81 | 1.78 | 0.918 | 0.55 | 1.86 | 0.897 | 0.20 | ||
IHS | Ca | 1.94 | 0.921 | − 1.25 | 1.55 | 0.920 | − 0.05 | 1.70 | 0.920 | − 0.24 | 1.73 | 0.905 | 0.16 | |
Va | 1.76 | 0.914 | 0.52 | 1.72 | 0.914 | 0.32 | 1.75 | 0.915 | 0.30 | 1.99 | 0.899 | 0.50 | ||
GHS | Ca | 2.00 | 0.921 | − 1.32 | 1.56 | 0.922 | − 0.26 | 1.56 | 0.924 | 0.25 | 1.59 | 0.920 | 0.19 | |
Va | 1.73 | 0.915 | 0.45 | 1.66 | 0.917 | 0.19 | 1.84 | 0.919 | 0.67 | 1.88 | 0.915 | 0.73 |