Reference | Network | Load | Dataset | Horizon | Inputs | Setup | Hidden | Hidden | Training |
---|---|---|---|---|---|---|---|---|---|
(months) | layers | neurons | algorithm | ||||||
MLP | hospital | 12 | DALF | load, calendar, weather | manual | 1 | 20 | BP | |
MLP | aggregation | 17 | DALF | load, weather | manual | 1 | 15 | BP | |
MLP | microgrid | 54 | DALF | load, calendar, weather | auto | 1 | 21 | var | |
MLP | microgrid | 12 | DALF | load, calendar, weather | auto | 1 | n/s | LM | |
MLP | microgrid | 5 | 48 h | load | manual | 1 | 8 | LM | |
RNN | edu. building | 12 | DALF | load, calendar, weather | manual | 1 | n/s | LM | |
RNN | lab. building | 18 | 1 h | load, calendar, weather | manual | 1 | 10 | LM | |
RNN | hypermarket | 12 | 1 h | load, calendar, weather | manual | 1 | var | var | |
RNN | 46 MV/LV | 24 | 24 h | load, calendar, weather | manual | 1 | 10 | LM | |
RBM | home | 48 | DALF | load | manual | 1 | 10 | LM | |
LSTM | home | 48 | 60 h | load, calendar | manual | 2 | 10 | BP | |
CNN | home | 48 | DALF | load, calendar | manual | 2 | 20 | BP | |
ESN | office building | 48 | 1 h | load | auto | 1 | 50 | n/s | |
LSTM | 69 homes | 48 | 6 h | load, calendar | manual | 2 | 20 | BP | |
RBM | 40 enterprises | 36 | DALF | load, calendar, weather | manual | 4 | 150 | LM |