Chen-Jie Zhang

Reconfigurable Intelligent Surface for Joint Sensing and Communication in Vehicular Networks Based on Deep Reinforcement Learning

The results demonstrate that integrating time–space RIS partitioning with constraint- aware deep reinforcement learning can effectively balance communication utility, information timeliness, and sensing reliability in dynamic vehicular environments.