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The average validation error statistics for all 16 outputs of the final model are given in Table 6. The performance of ANN was also investigated for the extrapolation dataset in order to check the model consistency for extreme values. As seen in Table 6, the model performance was quite satisfactory even in the extrapolation range.

Table 6

Validation and extrapolation error statistics of the final ANN model

 NRMSENQ95NSERNMBETS25TS100
Validation 0.0159 0.0258 0.9784 0.9974 −0.7772 65.34 85.23 
Extrapolation 0.0762 0.1516 0.6941 0.9993 0.5339 38.83 67.19 
 NRMSENQ95NSERNMBETS25TS100
Validation 0.0159 0.0258 0.9784 0.9974 −0.7772 65.34 85.23 
Extrapolation 0.0762 0.1516 0.6941 0.9993 0.5339 38.83 67.19 
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