Table 3 ACC results of different models for WSP
From: A machine learning model for hub-height short-term wind speed prediction
Models | 0 h | 1 h | 2 h | 3 h | 6 h | 9 h | 12 h | 18 h | 21 h | 23 h |
---|---|---|---|---|---|---|---|---|---|---|
CNN | 0.97 | 0.93 | 0.89 | 0.85 | 0.74 | 0.64 | 0.52 | 0.38 | 0.32 | 0.27 |
ConvLSTM | 0.98 | 0.94 | 0.90 | 0.87 | 0.80 | 0.74 | 0.67 | 0.58 | 0.52 | 0.49 |
E3DLSTM | 0.97 | 0.94 | 0.91 | 0.88 | 0.79 | 0.67 | 0.58 | 0.43 | 0.35 | 0.32 |
SimVP | 0.98 | 0.96 | 0.94 | 0.92 | 0.86 | 0.79 | 0.73 | 0.62 | 0.55 | 0.51 |
TAU | 0.98 | 0.96 | 0.94 | 0.92 | 0.87 | 0.80 | 0.74 | 0.63 | 0.56 | 0.52 |
Phydnet | 0.49 | 0.47 | 0.45 | 0.44 | 0.42 | 0.37 | 0.34 | 0.29 | 0.25 | 0.24 |
STDGN | 0.99 | 0.96 | 0.94 | 0.92 | 0.86 | 0.78 | 0.71 | 0.59 | 0.52 | 0.48 |
WPN | 0.98 | 0.96 | 0.94 | 0.93 | 0.88 | 0.82 | 0.76 | 0.66 | 0.59 | 0.54 |
ECMWF | 0.91 | - | - | 0.92 | 0.92 | 0.91 | 0.89 | 0.90 | 0.89 | - |
MFWPN | 0.99 | 0.97 | 0.95 | 0.94 | 0.89 | 0.84 | 0.78 | 0.68 | 0.60 | 0.55 |