Comparison of model prediction effects
| Models . | X-direction . | Y-direction . | Z-direction . | ||||||
|---|---|---|---|---|---|---|---|---|---|
| RMSE . | MAE . | MAPE . | RMSE . | MAE . | MAPE . | RMSE . | MAE . | MAPE . | |
| LSTM | 2.58 | 2.159 | 1.411 | 1.772 | 1.346 | 0.93 | 1.001 | 0.747 | 1.223 |
| A-LSTM | 1.658 | 1.331 | 0.659 | 1.245 | 0.914 | 0.666 | 0.758 | 0.52 | 0.958 |
| GA-LSTM | 1.072 | 0.807 | 0.431 | 0.971 | 0.693 | 0.683 | 0.591 | 0.401 | 0.818 |
| Models . | X-direction . | Y-direction . | Z-direction . | ||||||
|---|---|---|---|---|---|---|---|---|---|
| RMSE . | MAE . | MAPE . | RMSE . | MAE . | MAPE . | RMSE . | MAE . | MAPE . | |
| LSTM | 2.58 | 2.159 | 1.411 | 1.772 | 1.346 | 0.93 | 1.001 | 0.747 | 1.223 |
| A-LSTM | 1.658 | 1.331 | 0.659 | 1.245 | 0.914 | 0.666 | 0.758 | 0.52 | 0.958 |
| GA-LSTM | 1.072 | 0.807 | 0.431 | 0.971 | 0.693 | 0.683 | 0.591 | 0.401 | 0.818 |