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Table 9 Monthly rainfall comparison of observed, three RCM outputs, and five BCMs

From: Regional climate models and bias correction methods for rainfall-runoff modeling in Katar watershed, Ethiopia

Frequency-based indices

 

Time-series-based metrics

 

RCMs

BCMs

Mean (mm)

SD (–)

CV (–)

99th % (mm)

R2 (–)

RMSE (mm/day)

MAE (mm/day)

\({P}_{BIAS}\)(%)

 

Obser

75.48

51.56

0.68

152.50

–

–

–

–

 

SIM

87.07

73.88

0.85

208.97

0.95

29.81

22.96

5.36

GERICS- MPI

LS

75.49

51.55

0.68

152.51

0.99

0.01

0.01

0.00

 

LOCI

75.48

51.55

0.68

152.50

0.99

0.01

0.01

0.00

 

PT

75.48

51.56

0.68

152.51

0.99

0.01

0.01

0.00

 

DM

73.21

51.70

0.73

151.85

0.99

6.31

4.50

− 2.66

 

ECDF

75.46

41.66

0.59

135.31

0.99

0.01

0.01

0.00

 

Obser

75.48

51.56

0.68

152.50

–

–

–

–

 

SIM

87.77

84.60

0.96

243.09

0.87

46.72

34.64

6.28

RAC4- NOAA-2G

LS

75.48

51.56

0.68

152.51

1.00

0.01

0.01

0.00

 

LOCI

75.48

51.56

0.68

152.51

1.00

0.01

0.01

0.00

 

PT

75.48

51.56

0.68

152.51

1.00

0.01

0.01

0.00

 

DM

63.24

54.11

0.86

151.52

0.99

25.74

12.24

− 3.22

 

ECDF

75.48

41.66

0.55

135.31

1.00

0.01

0.01

0.00

 

Obser

75.48

51.56

0.68

152.50

–

–

–

–

 

SIM

90.57

67.77

0.75

214.99

0.71

48.20

31.35

9.99

CCLM4-NCC- AFR-22

LS

75.79

47.89

0.63

151.15

0.99

5.58

4.54

0.40

 

LOCI

75.44

41.68

0.55

135.31

0.99

5.32

3.29

0.03

 

PT

75.44

41.68

0.55

135.31

0.99

4.32

3.28

0.30

 

DM

70.38

42.56

0.60

134.90

0.99

5.01

2.71

0.02

 

ECDF

75.04

41.68

0.56

135.31

0.99

3.32

2.29

0.01