From: Net load forecasting using different aggregation levels
Model | Number of neurons | ||||
---|---|---|---|---|---|
Layer 1 | Layer 2 | Layer 3 | Layer 4 | ||
Deterministic forecast | Net load | 192 | 128 | 12 | 32 |
Supply | 96 | 128 | 64 | 18 | |
Demand | 64 | 64 | 48 | 32 | |
Offshore wind | 96 | 32 | 64 | 8 | |
Onshore wind | 160 | 80 | 64 | 8 | |
Solar | 64 | 80 | 64 | 32 | |
Run of river | 224 | 128 | 24 | 32 | |
Probabilistic forecast | Net load | 64 | 32 | 48 | 24 |
Supply | 64 | 32 | 48 | 22 | |
Demand | 64 | 32 | 48 | 8 | |
Offshore wind | 96 | 32 | 16 | 32 | |
Onshore wind | 64 | 32 | 16 | 18 | |
Solar | 256 | 128 | 48 | 32 | |
Run of river | 64 | 32 | 64 | 8 |