Research Article
Highway Travel Time Prediction of Segments Based on ANPR Data considering Traffic Diversion
Table 3
RMSE comparison of multistep prediction.
| RMSE | 1 | 2 | 3 | 4 | 5 | 6 |
| CNNs | 1.2292 | 1.6882 | 2.2781 | 2.7891 | 3.5901 | 4.4493 | LR | 1.4719 | 2.0813 | 2.6873 | 3.0333 | 3.9102 | 4.8009 | LSTM-CNN | 0.8400 | 1.3886 | 1.9845 | 2.3349 | 3.0157 | 3.7664 | LSTM-ST | 1.3467 | 1.8231 | 2.4452 | 2.8992 | 3.6882 | 4.3112 | SARIMA | 1.3598 | 1.8334 | 2.4564 | 2.8312 | 3.7005 | 4.4481 | XGBoost | 1.1189 | 1.6912 | 2.2903 | 2.6773 | 3.5421 | 4.3337 |
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