The application relates to the technical field of automatic navigation, and provides an automatic navigation control method and
system of an unmanned sweeper. The method comprises the following steps: obtaining a historical monitoring video of a to-be-cleaned area, generating an initial cleaning path of the to-be-cleaned area based on the historical monitoring video, and predicting a cleaning time period corresponding to the initial cleaning path; obtaining multi-
source data information of a target area, and constructing a dynamic environment
semantic map sequence corresponding to the to-be-cleaned area in the cleaning time period based on the multi-
source data information; wherein the to-be-cleaned area is contained in the target area; performing optimization
processing on the initial cleaning path based on the dynamic environment
semantic map sequence to obtain a target cleaning path; and controlling the sweeper to perform a cleaning task based on the target cleaning path. The method helps to improve the adaptability of the sweeper in a complex environment.