Time Series Forecasting on Solar (MSE, MAE, Imp. (MSE))
0.197MSEPRformer + CM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PRformer + CMBackbone=PRformer, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.197 | 0.212 | 2.5 | |
| PRformerBackbone=PRformer, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.202 | 0.218 | — | |
| CARD L=720 + CMBackbone=CARD, Input window size (L)=720, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.204 | 0.231 | 3.3 | |
| CARD L=720Backbone=CARD, Input window size (L)=720, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.211 | 0.243 | — | |
| Minusformer L=336 + CMBackbone=Minusformer, Input window size (L)=336, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.212 | 0.255 | 1.4 | |
| Minusformer L=336Backbone=Minusformer, Input window size (L)=336, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.215 | 0.258 | — | |
| iTransformer + CMBackbone=iTransformer, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.228 | 0.258 | 2.6 | |
| Minusformer L=96 + CMBackbone=Minusformer, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.228 | 0.252 | 0.9 | |
| Minusformer L=96Backbone=Minusformer, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.23 | 0.253 | — | |
| iTransformerBackbone=iTransformer, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.234 | 0.261 | — | |
| CARD L=96 + CMBackbone=CARD, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.296 | 0.281 | 2.6 | |
| CARD L=96Backbone=CARD, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.304 | 0.287 | — |