Table 2.
Results comparison of different respiratory prediction models.
| Prediction model | Latency (ms) | MAE (mm) | RMSE (mm) | R2 (None) |
|---|---|---|---|---|
| EMD-SEnet-TCN | 80 | 0.008797 | 0.01814 | 0.993157 |
| 150 | 0.016442 | 0.026901 | 0.985422 | |
| 240 | 0.021495 | 0.033960 | 0.975841 | |
| 300 | 0.028391 | 0.042698 | 0.960636 | |
| 400 | 0.031789 | 0.0491499 | 0.951819 | |
| 450 | 0.038560 | 0.058295 | 0.928711 | |
| 520 | 0.045638 | 0.064746 | 0.910043 | |
| CNN-BiLSTM | 80 | 0.013164 | 0.020244 | 0.994183 |
| 150 | 0.015645 | 0.021739 | 0.989963 | |
| 240 | 0.026275 | 0.032612 | 0.966891 | |
| 300 | 0.040191 | 0.051979 | 0.939334 | |
| 400 | 0.044840 | 0.060412 | 0.917064 | |
| 450 | 0.051416 | 0.071154 | 0.890039 | |
| 520 | 0.059593 | 0.080446 | 0.857721 | |
| CNN-TCN | 80 | 0.007193 | 0.009572 | 0.997983 |
| 150 | 0.020939 | 0.028718 | 0.985953 | |
| 240 | 0.022003 | 0.031190 | 0.978862 | |
| 300 | 0.029881 | 0.045487 | 0.961351 | |
| 400 | 0.040356 | 0.054568 | 0.932332 | |
| 450 | 0.048732 | 0.070259 | 0.893678 | |
| 520 | 0.054356 | 0.077895 | 0.869860 | |
| EMD-CNN-BiLSTM | 80 | 0.010331 | 0.022604 | 0.989376 |
| 150 | 0.017215 | 0.025713 | 0.986681 | |
| 240 | 0.0257432 | 0.038429 | 0.969060 | |
| 300 | 0.029316 | 0.045936 | 0.954440 | |
| 400 | 0.037918 | 0.054366 | 0.937525 | |
| 450 | 0.040603 | 0.060994 | 0.911850 | |
| 520 | 0.048301 | 0.065581 | 0.907710 |