Yanli Jiao

Coordinated ramp metering under asymmetric traffic demand: a continuous deep reinforcement learning approach

Asymmetric ramp demand is common in multi-ramp freeway corridors and can complicate coordinated ramp metering. Existing approaches may not explicitly represent differences in short-term queue growth across ramps, while discrete metering actions can limit control resolution. This study proposes a soft actor–critic-based...