Thickening Dewatering on Thickening Visible shift
0.059MAEXGBoost
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| XGBoostBackbone=XGBoost, Setting=Base, Inference Time (ms/step)=0.2552026.07 | 0.059 | 0.079 | 1 | |
| XGBoost + ROAMBackbone=XGBoost, Setting=+ROAM, Inference Time (ms/step)=0.2702026.07 | 0.06 | 0.08 | 1 | |
| GRU + ROAMBackbone=GRU, Setting=+ROAM, Inference Time (ms/step)=1.5382026.07 | 0.551 | 0.754 | 0.9965 | |
| GRUBackbone=GRU, Setting=Base, Inference Time (ms/step)=1.5322026.07 | 0.672 | 0.846 | 0.9956 | |
| Informer + ROAMBackbone=Informer, Setting=+ROAM, Inference Time (ms/step)=7.8582026.07 | 0.711 | 0.819 | 0.9959 | |
| LSTM + ROAMBackbone=LSTM, Setting=+ROAM, Inference Time (ms/step)=0.5892026.07 | 0.754 | 1.057 | 0.9931 | |
| InformerBackbone=Informer, Setting=Base, Inference Time (ms/step)=7.8452026.07 | 0.837 | 0.964 | 0.9943 | |
| LSTMBackbone=LSTM, Setting=Base, Inference Time (ms/step)=0.5842026.07 | 0.968 | 1.3 | 0.9896 | |
| Transformer + ROAMBackbone=Transformer, Setting=+ROAM, Inference Time (ms/step)=1.1862026.07 | 3.668 | 4.371 | 0.8821 | |
| TransformerBackbone=Transformer, Setting=Base, Inference Time (ms/step)=1.1702026.07 | 3.89 | 4.574 | 0.8709 | |
| Mamba + ROAMBackbone=Mamba, Setting=+ROAM, Inference Time (ms/step)=8.7362026.07 | 5.369 | 6.379 | 0.7489 | |
| MambaBackbone=Mamba, Setting=Base, Inference Time (ms/step)=8.7162026.07 | 7.316 | 8.475 | 0.5568 | |
| SVR + ROAMBackbone=SVR, Setting=+ROAM, Inference Time (ms/step)=0.1512026.07 | 8.518 | 10.002 | 0.3828 | |
| SVRBackbone=SVR, Setting=Base, Inference Time (ms/step)=0.1442026.07 | 11.183 | 12.963 | -0.0369 |