Donghyeok Park

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

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 flow transitions, which limits their use for pra...