Table 5 Training 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

0.889406

0.094487

0.004307

0.070977

0.841958

LWSSA-MLP

0.974899

0.048447

0.000916

0.038289

0.435649

MFO-MLP

0.954088

0.065521

0.001868

0.049655

0.184302

SSA-MLP

0.960668

0.060645

0.001829

0.050948

1.452752

TSO-MLP

0.972769

0.050461

0.001123

0.038808

0.158316

YDSE-MLP

0.923109

0.078786

0.003002

0.063656

0.872722

MLP

0.905426

0.094039

0.003886

0.072181

2.367216

RWGWO-MLP

0.951567

0.062529

0.002123

0.047031

0.234546

AVOA-MLP

0.967993

0.050831

0.000976

0.036251

0.165402

GRO-MLP

0.934530

0.072699

0.002052

0.054381

0.210376

HBA-MLP

0.897429

0.090996

0.003582

0.067897

0.177824

  1. Bold represent the best values in the table.