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Table 3 Configuration of the best performing simple neural network forecasting models used

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