The development of connected and automated vehicles (CAV) technology not only helps to reduce traffic accidents improve efficiency, but also has significant potential for energy saving emission reduction. Using the dynamic flow information around vehicle optimize trajectory is conducive improving efficiency vehicle. Therefore, an energy-efficient driving method CAVs based on reinforcement learn...