Abstract One of the focal points in the field of intelligent transportation is the intelligent control of traffic signals (TS). aimed at enhancing the efficiency of urban road networks through specific algorithms. Deep Reinforcement Learning (DRL) algorithms have become mainstream. yet they suffer from inefficient training sample selection. https://www.lorenametaute.com/