The present invention discloses a method, device, equipment and medium for intelligent dynamic allocation and guidance of parking spaces, the method comprising: collecting environmental information of the
parking lot to be optimized, analyzing parking behavior, and establishing a numerical
simulation system of the
parking lot; establishing an intelligent allocation model for parking spaces by combining dynamic allocation and delayed matching under the framework of the DQN deep
reinforcement learning algorithm; substituting the intelligent allocation model for parking spaces into the numerical
simulation system for training, as well as example analysis; after the training is completed, outputting a
parking space allocation strategy, providing
parking space allocation information and parking navigation, and motivating users to obey the allocation through a guidance mechanism. The present invention has stronger intelligence and adaptability, can improve the efficiency of vehicle parking, the charging demand
satisfaction rate and the turnover rate of the parking
system, and provide users with high-quality parking services. At the same time, it conforms to the development trend of technologies such as autonomous driving, and provides a solution to the
parking space matching problem in the process of intelligent valet parking.