Research Article
Predicting Taxi-Out Time at Congested Airports with Optimization-Based Support Vector Regression Methods
Table 4
A comparison of modelling performance for each predictive method at PEK airport.
| Performance measure | Date | GLR | SR | ANN | PSO-SVR | IFA-SVR |
| RMSE (min) | 13th | 5.90 | 4.90 | 3.47 | 2.59 | 2.29 | 14th | 6.14 | 6.00 | 2.51 | 2.3 | 2.25 | 15th | 8.35 | 8.19 | 4.20 | 3.46 | 3.4 |
| MAPE (%) | 13th | 29.98 | 28.25 | 20.11 | 17.88 | 14.69 | 14th | 47 | 34.53 | 17.76 | 15.09 | 14.56 | 15th | 53.10 | 46.23 | 18.32 | 13.6 | 13.2 |
| (%) | 13th | 46.66 | 58.42 | 87.66 | 91.94 | 92.34 | 14th | 37.72 | 53.01 | 84.49 | 90.26 | 91.58 | 15th | 27.40 | 50.93 | 82.70 | 85.54 | 86.84 |
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