A Hybrid Physics Machine Learning Approach for Macroscopic Traffic State Estimation

Zhao Zhang, Ding Zhao, Xianfeng Terry Yang

Full-field traffic state information (i.e., flow, speed, and density) is critical for the successful operation of Intelligent Transportation Systems (ITS) on freeways. However, inc…