Research Article
Travel Time Probability Prediction Based on Constrained LSTM Quantile Regression
Table 3
Effects of snow during morning peak on the 90th percentile travel rate.
| | Clear | Light snow | Light snow (%) | Moderate snow | Moderate snow (%) | Heavy snow | Heavy snow (%) |
| 7:00–7:15 | 5.562 | 5.402 | −3.0 | 4.768 | −16.7 | 5.211 | −6.7 | 7:15–7:30 | 7.677 | 7.594 | −1.1 | 5.781 | −32.8 | 6.412 | −19.7 | 7:30–7:45 | 9.161 | 8.735 | −4.9 | 8.69 | −5.4 | 6.886 | −33.0 | 7:45–8:00 | 10.302 | 10.015 | −2.9 | 7.087 | −45.4 | 5.952 | −73.1 | 8:00–8:15 | 9.625 | 9.299 | −3.5 | 5.001 | −92.5 | 5.77 | −66.8 | 8:15–8:30 | 7.684 | 7.632 | −0.7 | 6.813 | −12.8 | 5.499 | −39.7 | 8:30–8:45 | 8.514 | 7.666 | −11.1 | 6.059 | −40.5 | 6.195 | −37.4 | 8:45–9:00 | 7.493 | 7.482 | −0.1 | 5.881 | −27.4 | 7.049 | −6.3 |
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