Research Article
Research on Real-Time Local Rainfall Prediction Based on MEMS Sensors
Table 4
Prediction performance of the five models.
| Model | 5 min | 10 min | 15 min | MAE | RMSE | MAE | RMSE | MAE | RMSE |
| ARMA | 0.0280 | 0.0936 | 0.0544 | 0.1677 | 0.0849 | 0.2469 | RF | 0.0330 | 0.1061 | 0.0634 | 0.1879 | 0.0984 | 0.2829 | SVM | 0.1262 | 0.1421 | 0.2452 | 0.2728 | 0.3548 | 0.3965 | BPNNs | 0.0351 | 0.1040 | 0.0655 | 0.1833 | 0.1023 | 0.2832 | LSTM | 0.0232 | 0.0964 | 0.0450 | 0.1756 | 0.0720 | 0.2525 |
|
|