Research Article
Development of a Hybrid Method to Predict the Slope Surface Deformation Utilizing the Time Series and GA-Elman Models
Table 2
Comparisons of the evaluation indicators on point ZG93 of the periodic trend displacement prediction models.
| Models | ZG93 | Fitting data | Prediction data | RMSE | R2 | RMSE | MAPE |
| BP | 26.8591 | 0.9346 | 31.4256 | 249.1131 | ELM | 24.0227 | 0.9375 | 21.2309 | 172.2863 | Elman | 23.8016 | 0.9680 | 7.8800 | 54.4847 | SVM | 16.4935 | 0.8405 | 16.5443 | 148.0590 | GA-BP | 25.6514 | 0.8945 | 22.3957 | 175.6390 | GA-Elman | 31.3034 | 0.9160 | 4.9447 | 27.0301 |
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