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.

ClearLight snowLight snow (%)Moderate snowModerate snow (%)Heavy snowHeavy snow (%)

7:00–7:155.5625.402−3.04.768−16.75.211−6.7
7:15–7:307.6777.594−1.15.781−32.86.412−19.7
7:30–7:459.1618.735−4.98.69−5.46.886−33.0
7:45–8:0010.30210.015−2.97.087−45.45.952−73.1
8:00–8:159.6259.299−3.55.001−92.55.77−66.8
8:15–8:307.6847.632−0.76.813−12.85.499−39.7
8:30–8:458.5147.666−11.16.059−40.56.195−37.4
8:45–9:007.4937.482−0.15.881−27.47.049−6.3