Bo Chen

Short-Term Freeway Traffic Volume Prediction with Weather and Holiday Features: A Comparative Study of LSTM and Transformer Models

The task of predicting short-term traffic flows accurately during abnormal conditions like adverse weather or holidays remains a significant problem in Intelligent Transportation Systems, particularly when using isolated single-link detectors. This paper presents a freeway congestion forecast integrating weather variab...