Table 4 Configuration of the best performing complex CNN forecasting models used
From: Net load forecasting using different aggregation levels
Model | Lag input | Feature input | |||
|---|---|---|---|---|---|
Filter size | Window size | Filter size | Window size | ||
Deterministic forecast | Net load | (1, 1) | (24, 1) | (300, 1) | (1, 4) |
Supply | (218, 17) | (24, 4) | (300, 5) | (1, 4) | |
Demand | (171, 20) | (1, 4) | (137, 18) | (1, 1) | |
Offshore wind | (1, 1) | (1, 4) | (300, 1) | (7, 4) | |
Onshore wind | (1, 20) | (7, 4) | (300, 1) | (8, 3) | |
Solar | (153, 7) | (17, 3) | (78, 12) | (2, 3) | |
Run of river | (128, 1) | (7, 4) | (300, 9) | (9, 4) | |
Probabilistic forecast | Net load | (1, 20) | (5, 1) | (99, 10) | (1, 3) |
Supply | (1, 20) | (1, 2) | (108, 5) | (1, 4) | |
Demand | (171, 5) | (6, 2) | (100, 20) | (1, 3) | |
Offshore wind | (1, 20) | (17, 3) | (147, 1) | (8, 4) | |
Onshore wind | (1, 16) | (7, 1) | (114, 1) | (6, 4) | |
Solar | (164, 8) | (18, 2) | (62, 9) | (3, 4) | |
Run of river | (234, 1) | (1, 3) | (224, 20) | (24, 1) | |