Author

Yu-Yan Pan

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Open access Aug 2026

Spatial Asymmetry in Autonomous Vehicle Efficiency Gains for Urban Commuting: A City-Wide Microscopic Simulation Study in Beijing

Autonomous Vehicles (AVs) have been widely recognized as a promising solution to urban commuting congestion. However, quantitative evidence based on city-scale simulations of complete road networks in megacities remains limited. This study uses the complete urban road network of Beijing to investigate the influence of...

Hao-Dong Sun, Xin Zhang, Rui Wang et al. · Symmetry · 0 citations

Open access Sep 2026

Event-Driven Topology Reconfiguration and Penetration-Aware Graph Attention for Mixed-Autonomy Traffic Forecasting

Results across the reported 15 and 30 min settings indicate that event-conditioned topology and lag-aware heterogeneous attention can improve traffic-flow forecasting on this hybrid real–simulation benchmark, indicating potential for pilot-zone applications rather than confirming real-world deployment performance.

Si-Yang Li, Qi-Le Zeng, Qing-Qi Peng et al. · Symmetry · 0 citations