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Table 3

Results of runoff modeling

LS-SVM-FPA
LS-SVM
ANFIS
ModelR2
RRMSE
NSE
R2
RRMSE
NSE
R2
RRMSE
NSE
TrainTestTrainTestTrainTestTrainTestTrainTestTrainTestTrainTestTrainTestTrainTest
M1 0.47 0.55 0.74 0.75 0.45 0.42 0.28 0.39 0.85 0.78 0.28 0.38 0.42 0.57 0.76 0.69 0.42 0.51 
M2 0.77 0.82 0.50 0.43 0.75 0.81 0.62 0.77 0.61 0.48 0.62 0.76 0.77 0.52 0.48 0.76 0.77 0.41 
M3 0.77 0.83 0.49 0.42 0.76 0.82 0.72 0.82 0.53 0.47 0.72 0.77 0.83 0.63 0.41 0.63 0.83 0.59 
M4 0.75 0.77 0.52 0.46 0.72 0.78 0.82 0.75 0.43 0.52 0.81 0.72 0.93 0.46 0.26 0.85 0.93 0.25 
M5 0.77 0.77 0.50 0.49 0.74 0.75 0.85 0.74 0.39 0.60 0.84 0.63 0.98 0.52 0.22 0.97 0.95 0.02 
M6 0.79 0.81 0.49 0.45 0.76 0.79 0.89 0.73 0.33 0.58 0.89 0.65 0.98 0.02 0.15 4.56 0.98 −20.37 
M7 0.81 0.86 0.47 0.42 0.78 0.82 0.93 0.70 0.28 0.61 0.92 0.62 1.00 0.24 1e-4 3.10 1.00 −8.92 
M8 0.84 0.87 0.44 0.44 0.80 0.80 0.95 0.69 0.22 0.59 0.95 0.64 1.00 0.42 1e-6 0.80 1.00 0.34 
M9 0.89 0.88 0.37 0.42 0.86 0.82 0.96 0.74 0.21 0.53 0.96 0.71 1.00 0.40 1e-6 0.90 1.00 0.16 
M10 0.90 0.87 0.36 0.42 0.87 0.82 0.97 0.73 0.19 0.54 0.96 0.71 1.00 0.46 4e-6 0.86 1.00 0.24 
M11 0.90 0.87 0.36 0.43 0.87 0.81 0.97 0.75 0.17 0.54 0.97 0.70 1.00 0.42 1e-6 1.07 −0.17 
LS-SVM-FPA
LS-SVM
ANFIS
ModelR2
RRMSE
NSE
R2
RRMSE
NSE
R2
RRMSE
NSE
TrainTestTrainTestTrainTestTrainTestTrainTestTrainTestTrainTestTrainTestTrainTest
M1 0.47 0.55 0.74 0.75 0.45 0.42 0.28 0.39 0.85 0.78 0.28 0.38 0.42 0.57 0.76 0.69 0.42 0.51 
M2 0.77 0.82 0.50 0.43 0.75 0.81 0.62 0.77 0.61 0.48 0.62 0.76 0.77 0.52 0.48 0.76 0.77 0.41 
M3 0.77 0.83 0.49 0.42 0.76 0.82 0.72 0.82 0.53 0.47 0.72 0.77 0.83 0.63 0.41 0.63 0.83 0.59 
M4 0.75 0.77 0.52 0.46 0.72 0.78 0.82 0.75 0.43 0.52 0.81 0.72 0.93 0.46 0.26 0.85 0.93 0.25 
M5 0.77 0.77 0.50 0.49 0.74 0.75 0.85 0.74 0.39 0.60 0.84 0.63 0.98 0.52 0.22 0.97 0.95 0.02 
M6 0.79 0.81 0.49 0.45 0.76 0.79 0.89 0.73 0.33 0.58 0.89 0.65 0.98 0.02 0.15 4.56 0.98 −20.37 
M7 0.81 0.86 0.47 0.42 0.78 0.82 0.93 0.70 0.28 0.61 0.92 0.62 1.00 0.24 1e-4 3.10 1.00 −8.92 
M8 0.84 0.87 0.44 0.44 0.80 0.80 0.95 0.69 0.22 0.59 0.95 0.64 1.00 0.42 1e-6 0.80 1.00 0.34 
M9 0.89 0.88 0.37 0.42 0.86 0.82 0.96 0.74 0.21 0.53 0.96 0.71 1.00 0.40 1e-6 0.90 1.00 0.16 
M10 0.90 0.87 0.36 0.42 0.87 0.82 0.97 0.73 0.19 0.54 0.96 0.71 1.00 0.46 4e-6 0.86 1.00 0.24 
M11 0.90 0.87 0.36 0.43 0.87 0.81 0.97 0.75 0.17 0.54 0.97 0.70 1.00 0.42 1e-6 1.07 −0.17 
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