Research Article
Predicting Taxi-Out Time at Congested Airports with Optimization-Based Support Vector Regression Methods
Table 5
A comparison of prediction accuracy for individual flights at PEK airport.
| Accuracy of prediction | Date | GLR | SR | ANN | PSO-SVR | IFA-SVR |
| % of flights with RMSE within 2 min | 13th | 40.22 | 40.43 | 46.23 | 77.96 | 79.39 | 14th | 23.31 | 30.28 | 67.49 | 77.21 | 78.67 | 15th | 13.12 | 33.55 | 54.30 | 70.4 | 72.65 |
| % of flights with RMSE within 3 min | 13th | 53.98 | 51.40 | 66.19 | 82.26 | 84.52 | 14th | 35.51 | 45.32 | 79.71 | 83.71 | 85.21 | 15th | 20.00 | 45.16 | 72.47 | 79.02 | 79.63 |
| % of flights with RMSE within 5 min | 13th | 76.77 | 79.35 | 86.97 | 93.48 | 95.52 | 14th | 69.91 | 72.54 | 92.00 | 95.63 | 95.42 | 15th | 42.27 | 53.55 | 89.48 | 94.09 | 94.5 |
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