Research Article
Last-Mile Shuttle Planning for Improving Bus Commuters’ Travel Time Reliability: A Case Study of Beijing
| Line | Gaussian | Weibull | Laplace | Lognormal | Parameters of best fit |
| 320 upwards | R-square | 0.958 | 0.952 | 0.934 | 0.996 | a = 1.315 | RMSE | 0.019 | 0.019 | 0.022 | 0.006 | b = 0.476 |
| 320 downwards | R-square | 0.965 | 0.979 | 0.914 | 0.987 | a = 1.339 | RMSE | 0.015 | 0.011 | 0.057 | 0.009 | b = 0.406 |
| 333 upwards | R-square | 0.965 | 0.958 | 0.952 | 0.992 | a = 1.328 | RMSE | 0.015 | 0.016 | 0.018 | 0.007 | b = 0.421 |
| 333 downwards | R-square | 0.921 | 0.879 | 0.935 | 0.956 | a = 1.275 | RMSE | 0.021 | 0.026 | 0.019 | 0.015 | b = 0.483 |
| 362 upwards | R-square | 0.952 | 0.952 | 0.935 | 0.995 | a = 1.12 | RMSE | 0.020 | 0.020 | 0.023 | 0.006 | b = 0.445 |
| 362 downwards | R-square | 0.951 | 0.954 | 0.935 | 0.990 | a = 1.113 | RMSE | 0.019 | 0.018 | 0.021 | 0.008 | b = 0.521 |
| 509 upwards | R-square | 0.943 | 0.934 | 0.934 | 0.986 | a = 1.211 | RMSE | 0.021 | 0.023 | 0.023 | 0.011 | b = 0.449 |
| 509 downwards | R-square | 0.927 | 0.918 | 0.948 | 0.972 | a = 1.430 | RMSE | 0.018 | 0.019 | 0.016 | 0.011 | b = 0.495 |
| 521 upwards | R-square | 0.949 | 0.967 | 0.953 | 0.980 | a = 1.143 | RMSE | 0.017 | 0.015 | 0.017 | 0.011 | b = 0.644 |
| 521 downwards | R-square | 0.942 | 0.944 | 0.954 | 0.982 | a = 1.024 | RMSE | 0.022 | 0.021 | 0.020 | 0.012 | b = 0.562 |
| 570 upwards | R-square | 0.973 | 0.973 | 0.938 | 0.996 | a = 1.145 | RMSE | 0.016 | 0.015 | 0.023 | 0.006 | b = 0.402 |
| 570 downwards | R-square | 0.975 | 0.966 | 0.953 | 0.992 | a = 1.192 | RMSE | 0.016 | 0.018 | 0.021 | 0.009 | b = 0.377 |
| 963 upwards | R-square | 0.933 | 0.945 | 0.946 | 0.989 | a = 1.384 | RMSE | 0.015 | 0.013 | 0.014 | 0.006 | b = 0.576 |
| 963 downwards | R-square | 0.918 | 0.923 | 0.931 | 0.981 | a = 1.319 | RMSE | 0.019 | 0.018 | 0.017 | 0.009 | b = 0.478 |
| 105M | R-square | 0.977 | 0.968 | 0.963 | 0.986 | a = 1.219 | RMSE | 0.018 | 0.021 | 0.025 | 0.014 | b = 0.346 |
| 116M | R-square | 0.959 | 0.967 | 0.952 | 0.992 | a = 1.260 | RMSE | 0.010 | 0.009 | 0.0109 | 0.004 | b = 0.501 |
| 117M | R-square | 0.932 | 0.951 | 0.929 | 0.983 | a = 1.317 | RMSE | 0.022 | 0.019 | 0.023 | 0.011 | b = 0.485 |
| 118M | R-square | 0.960 | 0.971 | 0.949 | 0.986 | a = 1.242 | RMSE | 0.017 | 0.015 | 0.019 | 0.010 | b = 0.496 |
| 120M | R-square | 0.894 | 0.918 | 0.890 | 0.965 | a = 1.433 | RMSE | 0.024 | 0.022 | 0.025 | 0.014 | b = 0.463 |
| 121M | R-square | 0.883 | 0.938 | 0.893 | 0.983 | a = 1.117 | RMSE | 0.028 | 0.021 | 0.027 | 0.011 | b = 0.531 |
| 123M | R-square | 0.953 | 0.952 | 0.938 | 0.990 | a = 1.339 | RMSE | 0.019 | 0.019 | 0.021 | 0.009 | b = 0.406 |
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