Safety propaganda and education training monitoring evaluation method and system based on operation mechanism optimization

The invention provides a safety propaganda and education training monitoring evaluation method and system based on operation mechanism optimization, and relates to the technical field of educational training monitoring, and the method comprises the steps: constructing a safety propaganda and education training knowledge graph, and obtaining multi-source heterogeneous monitoring data of a safety propaganda and education training process; performing multi-granularity semantic feature extraction on the multi-source heterogeneous monitoring data by using the multi-granularity feature mapping model to obtain a multi-granularity semantic feature set; constructing a self-adaptive clustering model fused with swarm intelligent optimization, taking the multi-granularity semantic feature set as input and output clustering tags, constructing a causal graph model for safety propaganda and education training evaluation indexes, and obtaining dynamic weight vectors of the evaluation indexes by using the causal effect estima