A
core network resource dynamic scheduling method, apparatus and device, and a storage medium are applied to the field of communication network optimization, and the method comprises the steps of generating a dynamic scheduling causal graph of
core network resources according to a
core network resource scheduling field
knowledge base and obtained core network reference data; performing incremental causal
distillation training according to the dynamic scheduling causal graph to generate a lightweight
causal model; and performing real-time reasoning according to the lightweight
causal model to generate a scheduling decision and an interpretable
resource scheduling report. According to the method, the structured business causal relationship can be efficiently extracted, and the operation and maintenance efficiency and the
system reliability are improved. Meanwhile, the
generation time of a scheduling strategy can be effectively shortened, real-time reasoning is achieved, flexible and accurate
resource scheduling is achieved, and resources can be dynamically allocated according to actual requirements. And clearer decision basis and explanation can be provided for operation and maintenance personnel, and the operation and maintenance personnel are supported to better understand
system behaviors and quickly position problems.