Process Parameter Prediction on IndPenSim Operator control
0.847MAEXGBoost + ROAM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| XGBoost + ROAMBackbone=XGBoost, Setting=+ROAM, Inference Time (ms/step)=0.3012026.07 | 0.847 | 1.45 | 0.9765 | |
| XGBoostBackbone=XGBoost, Setting=Base, Inference Time (ms/step)=0.2832026.07 | 0.86 | 1.466 | 0.976 | |
| GRU + ROAMBackbone=GRU, Setting=+ROAM, Inference Time (ms/step)=0.5342026.07 | 0.897 | 1.171 | 0.9847 | |
| GRUBackbone=GRU, Setting=Base, Inference Time (ms/step)=0.5292026.07 | 0.925 | 1.197 | 0.984 | |
| LSTM + ROAMBackbone=LSTM, Setting=+ROAM, Inference Time (ms/step)=0.5692026.07 | 1.791 | 2.868 | 0.9082 | |
| SVR + ROAMBackbone=SVR, Setting=+ROAM, Inference Time (ms/step)=0.6502026.07 | 1.797 | 2.998 | 0.8997 | |
| Transformer + ROAMBackbone=Transformer, Setting=+ROAM, Inference Time (ms/step)=1.1292026.07 | 1.908 | 2.874 | 0.9078 | |
| Informer + ROAMBackbone=Informer, Setting=+ROAM, Inference Time (ms/step)=7.3992026.07 | 1.996 | 3.059 | 0.8955 | |
| SVRBackbone=SVR, Setting=Base, Inference Time (ms/step)=0.6382026.07 | 2.175 | 3.994 | 0.822 | |
| TransformerBackbone=Transformer, Setting=Base, Inference Time (ms/step)=1.1152026.07 | 2.201 | 3.479 | 0.8649 | |
| InformerBackbone=Informer, Setting=Base, Inference Time (ms/step)=7.3872026.07 | 2.355 | 3.689 | 0.8481 | |
| LSTMBackbone=LSTM, Setting=Base, Inference Time (ms/step)=0.5652026.07 | 2.442 | 4.107 | 0.8118 | |
| Mamba + ROAMBackbone=Mamba, Setting=+ROAM, Inference Time (ms/step)=26.6552026.07 | 2.632 | 3.56 | 0.8586 | |
| MambaBackbone=Mamba, Setting=Base, Inference Time (ms/step)=26.6152026.07 | 3.03 | 4.348 | 0.789 |