Thickening Dewatering on Thickening Observation shift
51MAE (x 10^3)XGBoost
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| XGBoostBackbone=XGBoost, Setting=Base, Inference Time (ms/step)=0.2552026.07 | 51 | 65 | 1 | |
| XGBoost + ROAMBackbone=XGBoost, Setting=+ROAM, Inference Time (ms/step)=0.2702026.07 | 59 | 78 | 1 | |
| Informer + ROAMBackbone=Informer, Setting=+ROAM, Inference Time (ms/step)=7.8582026.07 | 1,430 | 2,687 | 0.9588 | |
| GRU + ROAMBackbone=GRU, Setting=+ROAM, Inference Time (ms/step)=1.5382026.07 | 1,752 | 2,752 | 0.9567 | |
| InformerBackbone=Informer, Setting=Base, Inference Time (ms/step)=7.8452026.07 | 1,824 | 3,514 | 0.9295 | |
| LSTM + ROAMBackbone=LSTM, Setting=+ROAM, Inference Time (ms/step)=0.5892026.07 | 2,141 | 3,234 | 0.9403 | |
| GRUBackbone=GRU, Setting=Base, Inference Time (ms/step)=1.5322026.07 | 2,341 | 3,482 | 0.9307 | |
| TransformerBackbone=Transformer, Setting=Base, Inference Time (ms/step)=1.1702026.07 | 2,502 | 3,553 | 0.9279 | |
| Transformer + ROAMBackbone=Transformer, Setting=+ROAM, Inference Time (ms/step)=1.1862026.07 | 2,665 | 4,568 | 0.8808 | |
| Mamba + ROAMBackbone=Mamba, Setting=+ROAM, Inference Time (ms/step)=8.7362026.07 | 2,725 | 3,322 | 0.937 | |
| LSTMBackbone=LSTM, Setting=Base, Inference Time (ms/step)=0.5842026.07 | 2,907 | 4,392 | 0.8898 | |
| MambaBackbone=Mamba, Setting=Base, Inference Time (ms/step)=8.7162026.07 | 3,400 | 4,192 | 0.8996 | |
| SVR + ROAMBackbone=SVR, Setting=+ROAM, Inference Time (ms/step)=0.1512026.07 | 4,122 | 6,013 | 0.7935 | |
| SVRBackbone=SVR, Setting=Base, Inference Time (ms/step)=0.1442026.07 | 5,255 | 7,685 | 0.6627 |