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. 2020 Mar 23;20(6):1771. doi: 10.3390/s20061771

Table 4.

Comprehensive analysis of soft sensor models based on fuzzy logic (FL) NN/SVM (for the list of abbreviations see Table A1).

Ref Prediction Model Compared with RMSE/MSE MAXE Best Performance
[43] FNN Inverse System PID control - - FNN Inverse sys
[89] GD-FNN 0.0064
RBF-NN 0.0194 GD-FNN
[90] MNN-KFCM 0.1963 - MNN-MFKC
Single NN 0.5441
[91] FLS-SVM LS-SVM - - FLS-SVM
[92] PSO-FNN 0.1141 0.6151 PSO-FNN
FNN 1.3658 3.5640
[93] Fuzzy LS-SVM 0.0097 - Fuzzy LS-SVM
LS-SVM 0.0244

Ref - References, RMSE – Root Mean Square Error, MAXE –Maximum Absolute Error, MSE – Mean Square Error.