The invention provides a vehicle-mounted spectrum
resource allocation method and device, equipment and a storage medium, and the method comprises the steps: obtaining the
vehicle driving scene information and the spectrum state data of a target
frequency band in a vehicle, carrying out the
feature extraction of the spectrum state data, obtaining the to-be-analyzed spectrum feature information, carrying out the channel occupation prediction of the to-be-analyzed spectrum feature information, and carrying out the channel occupation prediction. Obtaining predicted channel idle resources, matching the priority of the current communication equipment according to the
vehicle driving scene information, and allocating channel resources to the communication equipment based on the priority of the current communication equipment and the predicted channel idle resources; the
vehicle driving scene information and the spectrum state data are acquired, the channel idle resources are predicted in combination with the
deep learning model, and the priority of the communication equipment is dynamically matched to perform
resource allocation, so that the problem that a dynamic scene cannot be adapted is effectively solved, the spectrum fluctuation characteristics in a complex driving scene can be dynamically captured in real time, and the user experience is improved. The
channel resource utilization efficiency is improved, and the
service quality of key communication equipment is guaranteed.