A Geometric Deep Learning Approach to Traffic Flow Shockwave Prediction on Freeways Using Vehicle Trajectory Data and HD Map

Chengcheng Xu 0001, Yongcheng Shao, Chenxiang Ma, Mingmin Han, Hao Tong, Chang Peng. A Geometric Deep Learning Approach to Traffic Flow Shockwave Prediction on Freeways Using Vehicle Trajectory Data and HD Map. IEEE Transactions on Intelligent Transportation Systems, 26(7):9907-9917, July 2025. [doi]

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