Table 9 Performance metrics of each model for monitoring point JCJ-01–01.
From: Research on subway settlement prediction based on the WTD-PSR combination and GSM-SVR model
Model | Prediction accuracy | |||
|---|---|---|---|---|
MAPE/% | MAE/mm | RMSE/mm | R2 | |
SVR | 11.06 | 0.109 | 0.135 | 0.909 |
PSO-SVR | 6.51 | 0.065 | 0.071 | 0.975 |
MPA-SVR | 4.59 | 0.049 | 0.057 | 0.984 |
GWO-SVR | 4.57 | 0.049 | 0.057 | 0.983 |
LSTM | 6.97 | 0.071 | 0.081 | 0.967 |
WOA-SVR | 4.35 | 0.046 | 0.054 | 0.985 |
GSM-SVR | 3.21 | 0.032 | 0.037 | 0.993 |
