The invention discloses a multi-
modal knowledge graph construction and intelligent fault diagnosis method and
system for a communication power supply
system. The method comprises the steps of multi-
modal knowledge graph construction, graph increment updating and intelligent fault diagnosis. The multi-
modal knowledge graph construction adopts a unified
data acquisition semantic specification and a heterogeneous data fusion strategy, a dynamic evolution heterogeneous graph is established, and equipment
full life cycle state
perception and
causal link modeling are realized; the efficient,
atomicity and consistency updating of the atlas is realized by the hierarchical atlas increment through shadow composition,
structural difference rate calculation and a subgraph replacement mechanism; according to the intelligent fault diagnosis, an alarm propagation sub-graph is constructed, a path convergence and multi-dimensional attribute scoring mechanism is adopted, and deep joint
verification is carried out by using a multi-modal evidence fusion network; and in combination with a
reinforcement learning optimization strategy embedded based on a graph structure, adaptive scheduling and diversity constraint of a diagnosis path are realized, and the fault positioning accuracy and the
system intelligence in a complex scene are remarkably improved.