Models | 间隔60秒 | 间隔30秒 | ||||
RMSE | MAE | MAPE | RMSE | MAE | MAPE | |
CNN | 6.07E−03 | 3.19E−02 | 4.10E−02 | 5.03E−03 | 2.98E−02 | 3.86E−02 |
LSTM | 4.94E−03 | 3.41E−02 | 4.44E−02 | 4.80E−03 | 2.74E−02 | 3.56E−02 |
LSTM-CNN | 6.72E−03 | 3.00E−02 | 3.86E−02 | 5.44E−03 | 2.11E−02 | 2.67E−02 |
LSTM-Attention-CNN | 3.09E−03 | 2.08E−02 | 2.57E−02 | 2.46E−03 | 1.61E−02 | 2.01E−02 |