Solar cycle forecasting on Solar Cycle (test)
0.0168Scaled MSEGQKAN-QKANFWP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GQKAN-QKANFWPParams=12,474, Selected LR=2.5×10−32026.05 | 0.0168 | 39.59 | 21.89 | |
| LSTM-LParams=89,100, Selected LR=2.5×10−32026.05 | 0.018 | 39.98 | 23.34 | |
| LSTM-SParams=25,860, Selected LR=2.5×10−32026.05 | 0.0194 | 41.95 | 24.32 | |
| WaveNet-LSTMParams=167,196, Selected LR=2×10−32026.05 | 0.0205 | 43.6 | 27.35 | |
| Vanilla RNNParams=11,525, Selected LR=2×10−32026.05 | 0.0368 | 54.27 | 39.59 | |
| MESNParams=132,1322026.05 | 0.0458 | 69.14 | 31.81 |