Table 7 Model results.
From: Research on information leakage in time series prediction based on empirical mode decomposition
Decomposition method | Models | pH | DO | KMnO4 | |||
|---|---|---|---|---|---|---|---|
RMSE | MAPE(%) | RMSE | MAPE(%) | RMSE | MAPE(%) | ||
- | BiLSTM-DMAttention | 0.510 | 0.366 | 1.739 | 1.230 | 2.075 | 1.409 |
- | MSBTCN-BiLSTM-DMAttention | 0.948 | 0.788 | 0.122 | 0.660 | 0.105 | 0.312 |
CEEMDAN | MSBTCN-BiLSTM-DMAttention | 0.189 | 0.338 | 0.185 | 0.404 | 0.148 | 0.891 |
SW-CEEMDAN | 0.237 | 0.555 | 0.192 | 0.310 | 0.330 | 0.556 | |
STMP-CEEMDAN | 0.461 | 0.984 | 0.118 | 0.836 | 0.117 | 0.824 | |
MTMP-CEEMDAN | 0.348 | 0.854 | 0.327 | 0.668 | 0.186 | 1.376 | |
