Short-Term Traffic Speed Prediction of Urban Road With Multi-Source Data. - Xun Yang 003; Yu Yuan; Zhiyuan Liu 002 (IEEE Access, 2020)

TERL: Two-Stage Ensemble Reinforcement Learning Paradigm for Large-Scale Decentralized Decision Making in Transportation Simulation. - Ziyuan Gu; Xun Yang 003; Qi Zhang; Wenwu Yu; Zhiyuan Liu 002 (IEEE Trans. Knowl. Data Eng., 2023)

An Adaptive Route Guidance Model Considering the Effect of Traffic Signals Based on Deep Reinforcement Learning. - Yunyang Shi; Ziyuan Gu; Xun Yang 003; Yingdi Li; Zixuan Chu (IEEE Intell. Transp. Syst. Mag., 2024)

Traffic state classification and prediction based on trajectory data. - Yu Yuan; Wenbo Zhang 012; Xun Yang 003; Yang Liu 053; Zhiyuan Liu 002; Wei Wang 044 (J. Intell. Transp. Syst., 2025)