Research Article
Development of a Hybrid Method to Predict the Slope Surface Deformation Utilizing the Time Series and GA-Elman Models
Table 3
Comparisons of the evaluation indicators on the inclination angle of T5 through different models.
| Models | T5 | Fitting data | Prediction data | RMSE | R2 | RMSE | MAPE |
| BP | 0.4416 | 0.9914 | 3.6805 | 13.5462 | ELM | 0.2967 | 0.9961 | 1.6457 | 8.6666 | Elman | 0.3439 | 0.9948 | 1.0416 | 4.6987 | SVM | 0.5132 | 0.9888 | 1.0753 | 3.4309 | GA-BP | 0.7052 | 0.9801 | 1.4801 | 4.5226 | GA-Elman | 0.3097 | 0.8955 | 0.5608 | 3.0822 |
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