Skip to main content

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)
  1. The brackets indicate the layers, i.e.  (layer one, layer two)