Research Article
Development of a Hybrid Method to Predict the Slope Surface Deformation Utilizing the Time Series and GA-Elman Models
Table 1
Comparisons of the evaluation indicators on point ZG93 of the trend component displacement prediction models.
| Models | ZG93 | Fitting data | Prediction data | RMSE | R2 | RMSE | MAPE |
| BP | 6.4716 | 0.9999 | 8.6142 | 0.3254 | ELM | 0.1679 | 0.9900 | 3.9101 | 0.1643 | Elman | 2.9044 | 0.9900 | 7.9343 | 0.3421 | SVM | 11.3004 | 0.9996 | 11.9867 | 7.8607 | GA-BP | 18.1316 | 0.9995 | 2.1376 | 0.0735 | GA-Elman | 2.2347 | 0.9900 | 2.4907 | 0.0877 |
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