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Table 2

Results from goodness-of-fit test for AI models at Level 1 and Level 2

RMSE
R2
NSC
TotalTrainingTestingTotalTrainingTestingTotalTrainingTesting
SFL at Level 1 3.41 1.14 7.3 0.930 0.990 0.869 0.909 0.990 0.348 
NF at Level 1 2.8 0.81 6.07 0.940 0.995 0.913 0.938 0.995 0.540 
SVM at Level 2 (AIMM) 1.71 0.38 3.74 0.980 0.999 0.937 0.997 0.999 0.823 
Percentage (%) of improvement (SFL-SVM) 99 200 95 58 
RMSE
R2
NSC
TotalTrainingTestingTotalTrainingTestingTotalTrainingTesting
SFL at Level 1 3.41 1.14 7.3 0.930 0.990 0.869 0.909 0.990 0.348 
NF at Level 1 2.8 0.81 6.07 0.940 0.995 0.913 0.938 0.995 0.540 
SVM at Level 2 (AIMM) 1.71 0.38 3.74 0.980 0.999 0.937 0.997 0.999 0.823 
Percentage (%) of improvement (SFL-SVM) 99 200 95 58 

The SVM parameters are: γ= 2, σ= 0.1.

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