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Table 1

Statistical performance evaluation criteria for the final models

ModelInputEfR2NRMSEPerformanceRank
ANFIS4 pH, Q, H, Co 93.8 0.9959 3.81 Excellent 1 
ANFIS3 pH, Q, H 84.28 0.9231 13.49 Good 2 
Structure3 pH, Q, Co 71.66 0.8153 20.8 Fair 3 
Structure2 pH, H, Co 67.93 0.7461 22.34 Fair 4 
Structure1 Co, Q, H 44.87 0.6819 34.43 Poor 6 
ANFIS2 pH, Q 52.18 0.7289 28.36 Fair 5 
ANFIS1 pH 38.46 0.6463 47.26 Poor 7 
ModelInputEfR2NRMSEPerformanceRank
ANFIS4 pH, Q, H, Co 93.8 0.9959 3.81 Excellent 1 
ANFIS3 pH, Q, H 84.28 0.9231 13.49 Good 2 
Structure3 pH, Q, Co 71.66 0.8153 20.8 Fair 3 
Structure2 pH, H, Co 67.93 0.7461 22.34 Fair 4 
Structure1 Co, Q, H 44.87 0.6819 34.43 Poor 6 
ANFIS2 pH, Q 52.18 0.7289 28.36 Fair 5 
ANFIS1 pH 38.46 0.6463 47.26 Poor 7 
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