Stations | Stastical metrics | Observed | HadReg4-7 | HadCCLM | HadREMOO | MPI-Reg4-7 | MPI-CCLM | MPI-REMOO | NorESM-Reg4-7 | NorESM-CCLM | NorESM-REMOO | CanESM-RCM | Reg ensemble | CCLM ensemble | REMOO ensemble | Ensemble |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Adiramets | BIAS |  | − 5.07 (− 7.01) | 2.26 (0.52) | − 3.84 (0.01) | − 1.73 (0.32) | 1.02 (0.53) | − 0.90 (0.54) | 3.79 (0.56) | 2.44 (0.64) | − 2.74 (0.38) | 0.47 (0.56) | − 1.31 (-2.04) | 0.71 (0.56) | 0.43 (0.31) | 0.00(− 0.30) |
 | RMSE |  | 4.08 (5.55) | 1.88 (0.52) | 3.20 (0.69) | 3.53 (0.41) | 1.98 (0.56) | 4.51 (0.51) | 3.17 (0.59) | 2.04 (0.61) | 2.29 (0.42) | 0.42 (0.55) | 1.07 (1.63) | 0.59 (0.49) | 0.41 (0.34) | 0.09 (0.27) |
 | r |  | 0.90 (0.84) | 0.44 (0.86) | − 0.19 (0.86) | 0.12 (0.88) | 0.05 (0.86) | 0.20 (0.89) | 0.25 (0.88) | 0.59 (0.86) | 0.19(0.88) | 0.92 (0.85) | 0.96 (0.94) | 0.93 (0.95) | 0.94 (0.94) | 0.99 (0.98) |
 | CV | 2.69 (3.68) | 4.23 (9.10) | 2.73 (3.17) | 4.48 (6.76) | 20.54 (3.97) | 9.78 (4.13) | 27.30 (3.22) | 4.48 (4.73) | 3.63 (4.05) | 3.62 (3.27) | 2.77 (3.41) | 3.30 (5.10) | 2.65 (3.43) | 3.34 (4.07) | 2.93 (3.91) |
 | KGE |  | 0.38 (− 0.51) | 0.43 (0.80) | − 0.38 (0.15) | − 5.69 (0.85) | − 1.78 (0.81) | − 8.18 (0.83) | − 0.015 (0.69) | 0.45 (0.83) | 0.11 (0.84) | 0.92 (0.83) | 0.76 (0.60) | 0.92 (0.91) | 0.75 (0.88) | 0.91 (0.93) |
Debarik | BIAS | Â | 0.46 (0.46) | 1.52 (0.93) | 1.31 (1.28) | 1.42 (1.23) | 1.51 (1.38) | 4.05 (6.03) | 1.01 (0.62) | 1.84 (1.65) | 5.06 (1.25) | 1.26 (0.97) | 0.96 (0.77) | 1.62 (1.32) | 3.47 (2.85) | 1.94 (1.58) |
 | RMSE |  | 0.41 (0.54) | 0.87 (0.69) | 0.76 (0.88) | 0.83 (0.81) | 0.87 (0.88) | 2.57 (4.21) | 0.63 (0.56) | 1.06 (1.04) | 2.82 (0.82) | 0.76 (0.71) | 0.56 (0.51) | 0.92 (0.84) | 1.96 (1.79) | 1.08 (0.93) |
 | r |  | 0.79 (0.76) | 0.90 (0.73) | 0.89 (0.77) | 0.83 (0.78) | 0.88(0.81) | 0.77 (0.72) | 0.82 (0.76) | 0.82 (0.79) | 0.84 (0.79) | 0.80 (0.72) | 0.95 (0.92) | 0.94 (0.86) | 0.90 (0.86) | 0.96 (0.95) |
 | CV | 4.25 (5.04) | 4.21 (5.58) | 3.80 (3.45) | 3.24 (5.63) | 3.36 (4.04) | 3.31 (3.48) | 11.53 (17.50) | 3.79 (4.63) | 3.05 (2.71) | 4.57 (4.17) | 2.93 (4.06) | 3.21 (3.92) | 3.11 (2.89) | 5.85 (8.26) | 3.81 (4.55) |
 | KGE |  | 0.79 (0.74) | 0.84 (0.58) | 0.73 (0.74) | 0.72 (0.70) | 0.74 (0.63) | − 0.74 (-1.51) | 0.78 (0.74) | 0.65 (0.49) | 0.71 (0.72) | 0.62 (0.66) | 0.75 (0.76) | 0.72 (0.55) | 0.58 (0.33) | 0.86 (0.87) |
Ketema | BIAS |  | − 4.04 (− 3.31) | 1.77 (3.31) | 0.48 (0.38) | − 0.17 (− 0.47) | 3.56 (4.60) | − 1.07 (− 1.72) | 3.11 (5.50) | 3.52 (4.99) | 0.84 (0.38) | 0.78 (0.81) | − 0.37 (0.57) | 2.95 (4.30) | 0.08 (− 0.32) | 0.88 (1.45) |
niguse | RMSE | Â | 3.14 (2.56) | 1.45 (2.70) | 0.59 (0.90) | 0.91 (1.55) | 2.76 (3.50) | 0.98 (1.36) | 2.46 (4.19) | 2.76 (3.81) | 0.75 (0.54) | 0.67 (0.75) | 1.13 (0.74) | 1.60 (3.27) | 0.58 (0.45) | 0.29 (1.11) |
 | r |  | 0.85 (0.78) | 0.83 (0.79) | 0.86 (0.73) | 0.89 (0.73) | 0.87 (0.85) | 0.82 (0.82) | 0.75 (0.74) | 0.74 (0.72) | 0.77 (0.72) | 0.86 (0.75) | 0.93 (0.83) | 0.91 (0.89) | 0.90 (0.83) | 0.96 (0.95) |
 | CV | 2.85 (4.04) | 3.75 (6.10) | 4.33 (7.72) | 4.65 (7.26) | 7.85 (12.08) | 2.23 (2.23) | 5.22 (3.94) | 3.99 (3.32) | 3.51 (1.40) | 3.26 (2.64) | 3.24 (3.06) | 3.30 (6.15) | 2.65 (3.31) | 3.34 (4.16) | 2.93 (3.85) |
 | KGE |  | 0.60 (0.43) | 0.45 (0.05) | 0.35 (0.16) | − 0.76 (− 1.01) | 0.70 (0.48) | 0.15 (0.80) | 0.51 (0.59) | 0.62 (0.25) | 0.72 (0.55) | 0.80 (0.65) | 0.33 (0.45) | 0.83 (0.71) | 0.59 (0.83) | 0.74 (0.90) |
Maytsebri | BIAS | Â | 0.72 (0.53) | 0.72 (0.66) | 0.88 (0.76) | 0.75(0.66) | 0.72(0.56) | 0.66 (0.59) | 0.83 (0.58) | 0.92 (0.72) | 0.78 (0.71) | 0.59 (0.65) | 0.76 (0.59) | 0.78 (0.65) | 0.78 (0.69) | 0.76 (0.64) |
 | RMSE |  | 0.49 (0.42) | 0.51 (0.50) | 0.60 (0.58) | 0.52 (0.52) | 0.57 (0.48) | 0.49 (0.46) | 0.56 (0.46) | 0.61 (0.55) | 0.53 (0.54) | 0.48 (0.58) | 0.50 (0.41) | 0.53 (0.46) | 0.51 (0.48) | 0.47 (0.41) |
 | r |  | 0.87 (0.89) | 0.87 (0.86) | 0.88 (0.82) | 0.84 (0.85) | 0.79 (0.82) | 0.79 (0.83) | 0.88 (0.86) | 0.86 (0.84) | 0.90 (0.80) | 0.84 (0.74) | 0.94 (0.94) | 0.89 (0.93) | 0.95 (0.91) | 0.95 (0.96) |
 | CV | 2.90 (3.32) | 2.67 (3.80) | 3.23 (3.47) | 3.50 (3.84) | 2.59 (3.81) | 4.02 (3.85) | 2.40 (3.18) | 3.05 (3.69) | 2.81 (3.71) | 2.96 (2.80) | 3.95 (4.21) | 3.21 (3.45) | 3.11 (3.35) | 5.85 (2.95) | 3.81 (3.15) |
 | KGE |  | 0.85 (0.82) | 0.82 (0.85) | 0.76 (0.76) | 0.81 (0.79) | 0.56 (0.76) | 0.72 (0.82) | 0.87 (0.82) | 0.86 (0.80) | 0.90 (0.75) | 0.61(0.62) | 0.86 (0.93) | 0.86 (0.92) | 0.90 (0.85) | 0.93 (0.93) |
Zarima | BIAS |  | 0.43 (0.31) | 1.78 (1.46) | 0.19 (0.70) | 0.80 (0.79) | 2.28 (1.98) | − 1.12 (0.82) | 1.50 (1.80) | 2.44 (2.35) | 0.67 (2.29) | 1.40 (1.54) | 0.91 (1.00) | 2.17 (1.93) | − 0.09 (1.27) | 1.04 (1.42) |
 | RMSE |  | 0.39 (0.68) | 1.14 (1.02) | 0.33 (0.64) | 0.58 (0.74) | 1.45 (1.30) | 0.78 (0.66) | 1.19 (2.21) | 1.55 (1.57) | 0.51 (1.53) | 0.90 (1.10) | 0.64 (0.90) | 1.37 (1.28) | 0.23 (0.88) | 0.66 (0.93) |
 | r |  | 0.86 (0.72) | 0.89 (0.72) | 0.78 (0.71) | 0.82 (0.75) | 0.91 ( 0.84) | 0.77 (0.75) | 0.70 (0.69) | 0.87 (0.70) | 0.82 (0.68) | 0.89 (0.65) | 0.88 (0.85) | 0.95 (0.63) | 0.89 (0.60) | 0.96 (0.73) |
 | CV | 3.62 (4.60) | 3.99 (6.70) | 3.14 (3.10) | 3.10 (2.43) | 3.47 (4.74) | 2.79 ( 3.05) | 3.74 (3.39) | 6.80 (15.37) | 3.17 (1.82) | 3.21 (3.45) | 2.89 (4.08) | 4.73 (7.50) | 2.97 (2.31) | 3.98 (2.53) | 3.58 (3.65) |
 | KGE |  | 0.83 (0.46) | 0.81 (0.57) | 0.74 (0.44) | 0.81 (0.74) | 0.73 (0.62) | 0.77 (0.64) | 0.07 (-1.36) | 0.79 (0.32) | 0.79 (0.58) | 0.76 (0.63) | 0.79 (0.35) | 0.75 (0.37) | 0.79 (0.40) | 0.84 (0.65) |