Table 6 Testing Results of Optimizer-based MLP Models.
From: MLP Enhanced CO2 Emission Prediction Model with LWSSA Nature Inspired Optimization
Model | R2 | RMSE | MSLE | MAE | MAPE |
|---|---|---|---|---|---|
EDO-MLP | 0.913295 | 0.095613 | 0.00505 | 0.080611 | 5.405761 |
LWSSA-MLP | 0.969029 | 0.045385 | 0.000746 | 0.03573 | 0.060454 |
MFO-MLP | 0.917055 | 0.074273 | 0.002488 | 0.060413 | 0.132387 |
SSA-MLP | 0.924609 | 0.07081 | 0.002582 | 0.054552 | 0.108354 |
TSO-MLP | 0.946231 | 0.0598 | 0.001717 | 0.048451 | 0.096465 |
YDSE-MLP | 0.917537 | 0.093245 | 0.004769 | 0.079968 | 5.023884 |
MLP | 0.892617 | 0.084509 | 0.002259 | 0.065382 | 0.100891 |
RWGWO-MLP | 0.950289 | 0.072397 | 0.003123 | 0.049353 | 0.187967 |
AVOA-MLP | 0.966094 | 0.059791 | 0.001591 | 0.045396 | 0.170198 |
GRO-MLP | 0.936792 | 0.081636 | 0.002965 | 0.060765 | 0.231769 |
HBA-MLP | 0.925878 | 0.088403 | 0.003558 | 0.066283 | 0.263338 |