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Table 3

The NRMSE for training and checking data in the proposed models

Method statistical parametersTraining error SDAve.Max.Min.Checking error SDAve.Max.Min.
ANN 0.1127 0.096 0.117 0.074 0.1739 0.143 0.189 0.098 
ANN–APSO 0.0535 0.074 0.098 0.052 0.0836 0.084 0.114 0.053 
ANFIS 0.0082 0.009 0.013 0.003 0.0117 0.021 0.034 0.008 
ANFIS–APSO 0.0005 0.004 0.008 0.001 0.0091 0.008 0.012 0.003 
Method statistical parametersTraining error SDAve.Max.Min.Checking error SDAve.Max.Min.
ANN 0.1127 0.096 0.117 0.074 0.1739 0.143 0.189 0.098 
ANN–APSO 0.0535 0.074 0.098 0.052 0.0836 0.084 0.114 0.053 
ANFIS 0.0082 0.009 0.013 0.003 0.0117 0.021 0.034 0.008 
ANFIS–APSO 0.0005 0.004 0.008 0.001 0.0091 0.008 0.012 0.003 
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