Process Parameter Prediction on IndPenSim Control-regime
1.05MAEXGBoost + ROAM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| XGBoost + ROAMBackbone=XGBoost, Setting=+ROAM, Inference Time (ms/step)=0.3012026.07 | 1.05 | 1.452 | 0.9783 | |
| InformerBackbone=Informer, Setting=Base, Inference Time (ms/step)=7.3872026.07 | 1.086 | 1.388 | 0.9802 | |
| XGBoostBackbone=XGBoost, Setting=Base, Inference Time (ms/step)=0.2832026.07 | 1.127 | 1.635 | 0.9725 | |
| Informer + ROAMBackbone=Informer, Setting=+ROAM, Inference Time (ms/step)=7.3992026.07 | 1.13 | 1.421 | 0.9792 | |
| GRU + ROAMBackbone=GRU, Setting=+ROAM, Inference Time (ms/step)=0.5342026.07 | 1.229 | 1.681 | 0.9709 | |
| GRUBackbone=GRU, Setting=Base, Inference Time (ms/step)=0.5292026.07 | 1.3 | 1.828 | 0.9656 | |
| LSTM + ROAMBackbone=LSTM, Setting=+ROAM, Inference Time (ms/step)=0.5692026.07 | 1.346 | 1.732 | 0.9691 | |
| LSTMBackbone=LSTM, Setting=Base, Inference Time (ms/step)=0.5652026.07 | 1.47 | 1.876 | 0.9637 | |
| SVR + ROAMBackbone=SVR, Setting=+ROAM, Inference Time (ms/step)=0.6502026.07 | 1.516 | 2.107 | 0.9542 | |
| SVRBackbone=SVR, Setting=Base, Inference Time (ms/step)=0.6382026.07 | 1.727 | 2.362 | 0.9425 | |
| Transformer + ROAMBackbone=Transformer, Setting=+ROAM, Inference Time (ms/step)=1.1292026.07 | 2.511 | 4.336 | 0.8062 | |
| Mamba + ROAMBackbone=Mamba, Setting=+ROAM, Inference Time (ms/step)=26.6552026.07 | 2.688 | 4.492 | 0.7921 | |
| MambaBackbone=Mamba, Setting=Base, Inference Time (ms/step)=26.6152026.07 | 3.023 | 5.583 | 0.6788 | |
| TransformerBackbone=Transformer, Setting=Base, Inference Time (ms/step)=1.1152026.07 | 3.079 | 5.207 | 0.7205 |