Korea Research Institute for Human Settlements

Short-Term Traffic Speed Prediction Integrating Traffic Flow Theory for Enhanced Urban Congestion Mitigation

Abstract Effective mitigation of urban traffic congestion requires accurate speed prediction. It also requires a proactive understanding of how traffic states evolve. Existing deep learning models often work as black boxes. They do not capture the underlying dynamics of traffic f...