The invention discloses a structured safety assessment report intelligent generation
system, method and device, and relates to the technical field of
road traffic safety. Comprising a
data input and preprocessing module, a multi-
modal semantic mapping and understanding engine,
a domain knowledge base module, an LLM-based
report generation and suggestion engine, a dynamic compliance
verification and alignment module and a structured report output and management module. The problems that a traditional road safety assessment report is low in writing efficiency, poor in normalization, insufficient in data utilization, lack of dynamic compliance
verification, insufficient in operable suggestions and the like are solved, the
system comprises a
data input and preprocessing module, a multi-
modal semantic mapping and understanding module and the like, and through the technologies of a Z-
Score algorithm, LLM field fine adjustment, a graph neural network, dynamic compliance
verification and the like, the real-time performance of the road safety assessment report is improved. Functions of data cleaning, multi-
modal semantic fusion, compliance
report generation and the like are realized, the report period is automatically shortened in the whole process, the content
specialty, compliance and suggestion
operability are improved, and the method is suitable for highway traffic safety management.