Global Horizontal Irradiance (GHI) forecasting on SRRL
0.0435NRMSE (10 MA)M3S-Net
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| M3S-NetModel structure=Multi-modal2026.02 | 0.0435 | 0.0579 | 0.0676 | 0.0761 | 0.0816 | 0.0872 | |
| T2TModel structure=Multi-modal2026.02 | 0.0464 | 0.0598 | 0.0688 | 0.0768 | 0.0824 | 0.0883 | |
| DLinearModel structure=Single-modal2026.02 | 0.0472 | 0.0688 | 0.0838 | 0.0962 | 0.1084 | 0.1203 | |
| CNN-basedModel structure=Multi-modal2026.02 | 0.0503 | 0.0619 | 0.0708 | 0.0788 | 0.0871 | 0.0933 | |
| ViT-basedModel structure=Multi-modal2026.02 | 0.0504 | 0.0616 | 0.0702 | 0.0792 | 0.0866 | 0.0936 | |
| TimesNetModel structure=Single-modal2026.02 | 0.0512 | 0.0639 | 0.0729 | 0.0815 | 0.0899 | 0.0984 | |
| LSTMModel structure=Single-modal2026.02 | 0.0773 | 0.0783 | 0.0812 | 0.0864 | 0.0937 | 0.1001 |