PV power production forecasting on Ausgrid
0.0445RMSEMATNet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MATNetArchitecture=MATNet2023.06 | 0.0445 | 0.0243 | 0.1672 | 0.4072 | |
| MATNet w/o DILArchitecture=MATNet w/o DIL2023.06 | 0.0459 | 0.0255 | 0.1746 | 0.4249 | |
| BiGRU-based MATNetArchitecture=BiGRU-based MATNet2023.06 | 0.0484 | 0.0271 | 0.1864 | 0.4538 | |
| GRU-based MATNetArchitecture=GRU-based MATNet2023.06 | 0.0505 | 0.0284 | 0.1976 | 0.4824 | |
| BiLSTM-based MATNetArchitecture=BiLSTM-based MATNet2023.06 | 0.051 | 0.0285 | 0.1949 | 0.473 | |
| LSTM-based MATNetArchitecture=LSTM-based MATNet2023.06 | 0.0517 | 0.0288 | 0.1993 | 0.4842 | |
| Bayes BiLSTMArchitecture=Bayes BiLSTM2023.06 | 0.1262 | 0.084 | 0.6867 | 1.6577 | |
| VAE Bayes BiLSTMArchitecture=VAE Bayes BiLSTM2023.06 | 0.1317 | 0.086 | 0.7737 | 1.8189 | |
| α-β Bayes BiLSTMArchitecture=α-β Bayes BiLSTM2023.06 | 0.1319 | 0.0856 | 0.7573 | 1.7892 | |
| cDIL-based MATNetArchitecture=cDIL-based MATNet2023.06 | 0.1333 | 0.0812 | 0.7196 | 1.6933 | |
| NPTSArchitecture=NPTS2023.06 | 0.145 | 0.0859 | 0.6483 | 1.6155 | |
| LsSVRArchitecture=LsSVR2023.06 | 0.1469 | 0.0866 | 0.7526 | 1.7864 | |
| AutoARIMAArchitecture=AutoARIMA2023.06 | 0.1698 | 0.1017 | 0.6468 | 1.7075 | |
| ThetaArchitecture=Theta2023.06 | 0.1887 | 0.153 | 1.0654 | 2.7107 | |
| AutoCESArchitecture=AutoCES2023.06 | 0.2014 | 0.1582 | 0.9847 | 2.6068 |