Network resource allocation optimization method and device, equipment and storage medium

The invention discloses a network resource allocation optimization method and device, equipment and a storage medium, and belongs to the technical field of Internet of Vehicles. The method comprises the following steps: acquiring local observation information when a vehicle enters a target road section; inputting the local observation information into a local strategy network to determine a target selection action; according to the target selection action, controlling the vehicle to establish data transmission connection with the target road side unit according to the time slot, and updating a local experience pool; and updating the local strategy network and the local comment network according to the round experience in the local experience pool and a target strategy optimization algorithm when the driving of the target road section is completed. Through the mode, waste of communication resources and time cost is reduced, and the method is highly adaptive to high-randomness and high-dynamic Internet of Vehic