The application discloses a kind of multimodal operation and maintenance data exception diagnosis method, equipment and medium, method includes: obtaining multimodal operation and maintenance data, and the
feature extraction of unified time stamp is carried out to multimodal operation and maintenance data, to obtain multimodal
feature set;Based on multimodal
feature set, through feature map dynamic attribute injection, determine dynamic operation and maintenance
knowledge graph;According to dynamic operation and maintenance
knowledge graph, through
fault propagation analysis, obtain abnormal state embedding vector;Node state
difference analysis is carried out to dynamic operation and maintenance
knowledge graph, to determine node influence degree
score;To abnormal state embedding vector and node influence degree
score are positioned to the
root cause of operation and maintenance exception, to obtain operation and maintenance data
exception analysis report.The application solves the technical problems that operation and maintenance exception investigation process depends on artificial judgment and propagation path is not clear in the prior art by the above method.