Short-term state forecasting on 1Sec case study U 1.0 (test)
0.17NMAEPersistence
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Persistenceel=false, hyd=false2025.07 | 0.17 | 0.72 | |
| GATel=true, hyd=false2025.07 | 0.26 | 0.7 | |
| HGAT-Del=true, hyd=true2025.07 | 0.26 | 0.68 | |
| GNNel=true, hyd=false2025.07 | 0.27 | 0.69 | |
| HGATel=true, hyd=true2025.07 | 0.27 | 0.68 | |
| LSTM*el=true, hyd=false2025.07 | 0.28 | 0.71 | |
| HGNNel=true, hyd=true2025.07 | 0.28 | 0.69 | |
| StemGNNel=true, hyd=false2025.07 | 0.31 | 0.73 | |
| StemGNNel=true, hyd=true2025.07 | 0.46 | 0.99 | |
| LSTMel=true, hyd=true2025.07 | 0.49 | 0.85 | |
| 1D-CNNel=true, hyd=true2025.07 | 1.01 | 1.6 | |
| 1D-CNN*el=true, hyd=false2025.07 | 1.4 | 1.97 |