Table 8. Comparison of six models evaluation indexes.
Model | MAPE | RMSE | MAE | R2 |
---|---|---|---|---|
MLP | 0.0212 | 7.5799 | 5.6275 | 0.9918 |
RNN | 0.0148 | 4.7028 | 3.4576 | 0.9968 |
LSTM | 0.0109 | 3.3225 | 2.4217 | 0.9984 |
GRU | 0.0115 | 3.2126 | 2.3824 | 0.9985 |
SSA-LSTM | 0.0095 | 2.8525 | 1.9701 | 0.9988 |
MSMSSA-LSTM | 0.0088 | 2.6409 | 1.8251 | 0.9990 |