Degree of volume reduction | ||||||||
---|---|---|---|---|---|---|---|---|
Training | Testing | |||||||
R2 | RMSE | MSE | R | R2 | RMSE | MSE | R | |
Avicel® PH101-ANFIS | 0.99983 | 0.00086 | 0.00001 | 0.99992 | 0.999655 | 0.013453 | 6.89E−05 | 0.999828 |
Avicel® PH101-ANN | 0.99446 | 0.00496 | 0.00037 | 0.99723 | 0.99722 | 0.03821 | 0.000556 | 0.998609 |
Avicel® PH101-MLR | 0.99427 | 0.00505 | 0.00038 | 0.99713 | 0.980304 | 0.101712 | 0.003939 | 0.990103 |
ES-ANFIS | 0.99986 | 0.00078 | 0.00001 | 0.99993 | 0.993002 | 0.036486 | 0.0014 | 0.996495 |
ES-ANN | 0.99252 | 0.00577 | 0.00050 | 0.99625 | 0.986784 | 0.05014 | 0.002643 | 0.99337 |
ES-MLR | 0.98164 | 0.00903 | 0.00122 | 0.99078 | 0.959839 | 0.087405 | 0.008032 | 0.979714 |
PS-ANFIS | 0.99904 | 0.00206 | 0.00006 | 0.99952 | 0.996078 | 0.026833 | 0.000784 | 0.998037 |
PS-ANN | 0.99831 | 0.00274 | 0.00011 | 0.99916 | 0.993253 | 0.035197 | 0.001349 | 0.996621 |
PS-MLR | 0.99530 | 0.00457 | 0.00031 | 0.99765 | 0.991564 | 0.039357 | 0.001687 | 0.995773 |
AS-ANFIS | 0.99982 | 0.00090 | 0.00001 | 0.99991 | 0.995259 | 0.035777 | 0.000948 | 0.997627 |
AS-ANN | 0.99978 | 0.00098 | 0.00001 | 0.99989 | 0.994208 | 0.039544 | 0.001158 | 0.9971 |
AS-MLR | 0.95461 | 0.01420 | 0.00303 | 0.97704 | 0.987262 | 0.058643 | 0.002548 | 0.99361 |