Additionally, we extend the model for adaptive traffic control by integrating reinforcement learning (RL), namely dynamic multisemantic graph attention with RL (DMSGARL). The integrated RL module ...

Abstract: This study introduces a distributed specified-time control mechanism (DSTCM ... By employing a piecewise function-based communication approach and directed graphs, the proposed mechanism ...