Short-term state forecasting on 1Sec case study Q 1.0 (test)
0.2NMAEPersistence
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Persistenceel=false, hyd=false2025.07 | 0.2 | 0.53 | |
| HGNNel=true, hyd=true2025.07 | 0.26 | 0.46 | |
| HGAT-Del=true, hyd=true2025.07 | 0.26 | 0.46 | |
| HGATel=true, hyd=true2025.07 | 0.27 | 0.46 | |
| GNNel=true, hyd=false2025.07 | 0.28 | 0.48 | |
| GATel=true, hyd=false2025.07 | 0.28 | 0.49 | |
| LSTM*el=true, hyd=false2025.07 | 0.29 | 0.52 | |
| StemGNNel=true, hyd=false2025.07 | 0.39 | 0.62 | |
| LSTMel=true, hyd=true2025.07 | 0.41 | 0.6 | |
| 1D-CNN*el=true, hyd=false2025.07 | 0.42 | 0.65 | |
| StemGNNel=true, hyd=true2025.07 | 0.46 | 0.79 | |
| 1D-CNNel=true, hyd=true2025.07 | 0.73 | 1.17 |