The invention provides an audio and video
system data comprehensive analysis and
processing method based on a virtual distributed architecture, and the method comprises the steps: collecting a heterogeneous audio and video
data set of a target region through a multi-source audio and video collection
assembly cluster deployed in a virtual
resource pool, and carrying out the distributed task
decomposition according to a preset time-space correlation constraint condition; the method comprises the following steps: generating a
feature extraction task set, then dynamically allocating tasks to a
processing unit group based on real-time resource availability parameters of
virtual computing nodes, triggering a parallel
feature extraction process, then carrying out fusion operation on an intermediate
feature data set through a cross-node
communication interface, generating a global state description vector of a target area, and finally, carrying out
feature extraction on the global state description vector. And a resource regulation and control
instruction set is generated according to a mapping relation between the global state description vector and a preset
system configuration strategy, and is transmitted to a scheduling management node of the virtualized
resource pool, so that efficient and accurate comprehensive analysis and
processing of the audio and video data are realized, and the overall performance and stability of the
system are improved.