Table 4 Comparison of different methods for biogas production prediction.
From: Boosting biogas production through innovative data-driven modeling and optimization methods at NJWTP
Method | Performance |
|---|---|
LSTM52 | R = 0.93 RMSE = 0.61 IA = 0.94 |
MLR53 | R = 0.89 RMSE = 0.52 IA = 0.88 |
ANN54 | R = 0.84 RMSE = 0.57 IA = 0.88 |
ANFIS54 | R = 0.81 RMSE = 1.24 IA = 0.82 |
SVM54 | R = 0.80 RMSE = 1.17 IA = 0.84 |
RF54 | R = 0.79 RMSE = 1.53 IA = 0.81 |
DBN | R = 0.89 RMSE = 0.46 IA = 0.92 |
DBN-OOA | R = 0.95 RMSE = 0.44 IA = 0.96 |
DBN-BOOA | R = 0.98 RMSE = 0.41 IA = 0.99 |
