Load Forecasting on ERCOT
2.91MAPELoadKAN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LoadKANMobility Features=Included2026.06 | 2.91 | 1,674 | 0.942 | |
| Trans.Mobility Features=Included2026.06 | 2.97 | 1,708 | 0.939 | |
| InformerMobility Features=Included2026.06 | 3.03 | 1,754 | 0.936 | |
| TCNMobility Features=Included2026.06 | 3.16 | 1,817 | 0.927 | |
| ChronosMobility Features=Included2026.06 | 3.83 | 2,246 | 0.874 | |
| LSTMMobility Features=Included2026.06 | 4.11 | 2,446 | 0.864 | |
| GRUMobility Features=Included2026.06 | 4.19 | 2,478 | 0.859 | |
| MLPMobility Features=Included2026.06 | 4.52 | 2,743 | 0.831 | |
| PureKANMobility Features=Included2026.06 | 7.82 | 4,093 | 0.584 |