Process Parameter Prediction on IndPenSim Process fault
1.821MAEInformer + ROAM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Informer + ROAMBackbone=Informer, Setting=+ROAM, Inference Time (ms/step)=7.3992026.07 | 1.821 | 2.583 | 90.612 | |
| InformerBackbone=Informer, Setting=Base, Inference Time (ms/step)=7.3872026.07 | 2.066 | 3.166 | 85.9 | |
| Transformer + ROAMBackbone=Transformer, Setting=+ROAM, Inference Time (ms/step)=1.1292026.07 | 2.364 | 3.295 | 84.728 | |
| XGBoost + ROAMBackbone=XGBoost, Setting=+ROAM, Inference Time (ms/step)=0.3012026.07 | 2.42 | 3.32 | 84.494 | |
| GRU + ROAMBackbone=GRU, Setting=+ROAM, Inference Time (ms/step)=0.5342026.07 | 2.64 | 3.736 | 80.365 | |
| TransformerBackbone=Transformer, Setting=Base, Inference Time (ms/step)=1.1152026.07 | 2.696 | 3.742 | 80.302 | |
| SVR + ROAMBackbone=SVR, Setting=+ROAM, Inference Time (ms/step)=0.6502026.07 | 2.775 | 3.665 | 81.101 | |
| LSTM + ROAMBackbone=LSTM, Setting=+ROAM, Inference Time (ms/step)=0.5692026.07 | 2.843 | 4.084 | 76.533 | |
| GRUBackbone=GRU, Setting=Base, Inference Time (ms/step)=0.5292026.07 | 2.965 | 4.267 | 74.38 | |
| LSTMBackbone=LSTM, Setting=Base, Inference Time (ms/step)=0.5652026.07 | 3.07 | 4.565 | 70.676 | |
| XGBoostBackbone=XGBoost, Setting=Base, Inference Time (ms/step)=0.2832026.07 | 3.212 | 4.521 | 71.246 | |
| SVRBackbone=SVR, Setting=Base, Inference Time (ms/step)=0.6382026.07 | 3.36 | 4.431 | 72.375 | |
| Mamba + ROAMBackbone=Mamba, Setting=+ROAM, Inference Time (ms/step)=26.6552026.07 | 3.371 | 4.668 | 69.342 | |
| MambaBackbone=Mamba, Setting=Base, Inference Time (ms/step)=26.6152026.07 | 3.801 | 5.11 | 63.258 |