Research Article
Method for Predicting Failure Rate of Airborne Equipment Based on Optimal Combination Model
Table 3
Different model accuracy data.
| Accuracy index | Model comparison | ARIMA | GRNN | EMD-SVM | Combined model |
| MAE | 0.4628 | 0.7461 | 0.3167 | 0.2801 | RMSE | 1.0984 | 0.9871 | 2.0112 | 0.2803 | MAPE | 28.09 | 42.56 | 15.97 | 7.01 | MSPE | 0.3678 | 0.2453 | 0.7033 | 0.1124 | NRMSE | 0.7098 | 0.4328 | 0.5362 | 0.0722 | R2 | 0.901 | 0.899 | 0.897 | 0.989 | Theil | 0.363 | 0.229 | 0.105 | 0.034 |
|
|