Short-term state forecasting on 1Sec case study (P) 1.0 (test)
0.28NMAEPersistence
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Persistenceel=false, hyd=false2025.07 | 0.28 | 0.75 | |
| HGAT-Del=true, hyd=true2025.07 | 0.37 | 0.65 | |
| HGNNel=true, hyd=true2025.07 | 0.39 | 0.66 | |
| HGATel=true, hyd=true2025.07 | 0.39 | 0.67 | |
| GNNel=true, hyd=false2025.07 | 0.4 | 0.68 | |
| LSTM*el=true, hyd=false2025.07 | 0.41 | 0.72 | |
| GATel=true, hyd=false2025.07 | 0.41 | 0.7 | |
| 1D-CNN*el=true, hyd=false2025.07 | 0.45 | 0.76 | |
| StemGNNel=true, hyd=false2025.07 | 0.47 | 0.78 | |
| LSTMel=true, hyd=true2025.07 | 0.55 | 0.84 | |
| StemGNNel=true, hyd=true2025.07 | 0.55 | 0.96 | |
| 1D-CNNel=true, hyd=true2025.07 | 0.95 | 1.49 |