3 papers
cs.LG2026
OverFlowLight: Real-Time Gridlock Prevention and Traffic Signal Optimization for Urban Intersections
Mingyuan Li, Boyang Huang, Tianqi Jiang +5
Queue overflow, a severe consequence of urban traffic congestion, occurs when vehicle queues exceed intersection capacity, obstructing upstream traffic and triggering cascading gri…
cs.LG2025
Applying Ensemble Models based on Graph Neural Network and Reinforcement Learning for Wind Power Forecasting
Hongjin Song, Qianrun Chen, Tianqi Jiang +4
Accurately predicting the wind power output of a wind farm across various time scales utilizing Wind Power Forecasting (WPF) is a critical issue in wind power trading and utilizati…
cs.AI2024
DST-GTN: Dynamic Spatio-Temporal Graph Transformer Network for Traffic Forecasting
Songtao Huang, Hongjin Song, Tianqi Jiang +5
Accurate traffic forecasting is essential for effective urban planning and congestion management. Deep learning (DL) approaches have gained colossal success in traffic forecasting…