Process Parameter Prediction on IndPenSim Same-family
0.804MAELSTM + ROAM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LSTM + ROAMBackbone=LSTM, Setting=+ROAM, Inference Time (ms/step)=0.5692026.07 | 0.804 | 1.082 | 0.9524 | |
| Informer + ROAMBackbone=Informer, Setting=+ROAM, Inference Time (ms/step)=7.3992026.07 | 0.806 | 1.01 | 0.9584 | |
| InformerBackbone=Informer, Setting=Base, Inference Time (ms/step)=7.3872026.07 | 0.815 | 1.053 | 0.9549 | |
| LSTMBackbone=LSTM, Setting=Base, Inference Time (ms/step)=0.5652026.07 | 0.865 | 1.16 | 0.9452 | |
| GRUBackbone=GRU, Setting=Base, Inference Time (ms/step)=0.5292026.07 | 0.928 | 1.227 | 0.9388 | |
| GRU + ROAMBackbone=GRU, Setting=+ROAM, Inference Time (ms/step)=0.5342026.07 | 0.938 | 1.232 | 0.9382 | |
| Transformer + ROAMBackbone=Transformer, Setting=+ROAM, Inference Time (ms/step)=1.1292026.07 | 0.992 | 1.262 | 0.9352 | |
| TransformerBackbone=Transformer, Setting=Base, Inference Time (ms/step)=1.1152026.07 | 1.034 | 1.313 | 0.9298 | |
| XGBoost + ROAMBackbone=XGBoost, Setting=+ROAM, Inference Time (ms/step)=0.3012026.07 | 1.159 | 1.75 | 0.8754 | |
| XGBoostBackbone=XGBoost, Setting=Base, Inference Time (ms/step)=0.2832026.07 | 1.345 | 1.96 | 0.8436 | |
| Mamba + ROAMBackbone=Mamba, Setting=+ROAM, Inference Time (ms/step)=26.6552026.07 | 1.49 | 2.085 | 0.8231 | |
| SVR + ROAMBackbone=SVR, Setting=+ROAM, Inference Time (ms/step)=0.6502026.07 | 1.596 | 2.042 | 0.8303 | |
| MambaBackbone=Mamba, Setting=Base, Inference Time (ms/step)=26.6152026.07 | 1.63 | 2.194 | 0.804 | |
| SVRBackbone=SVR, Setting=Base, Inference Time (ms/step)=0.6382026.07 | 1.675 | 2.158 | 0.8104 |