The invention relates to the technical field of knowledge bases, in particular to a 
knowledge graph-based scientific semantic comprehension method, which comprises a 
distributed knowledge graph module, a distributed semantic analysis module and an information display module. The 
distributed knowledge graph module is used for carrying out 
feature extraction on different graphs and establishing a unique 
feature extraction database of the graphs; the distributed semantic analysis module is in 
coupling connection with the distributed mapping knowledge domain module and is used for acquiring related characteristic data of the 
knowledge graph from the 
distributed knowledge graph module, intelligently analyze and match the obtained 
feature data, establishing corresponding 
semantics matched with the unique atlas, matching and storing the unique semantic data corresponding to the different atlas, and forming a matching 
database corresponding to the atlas and the 
semantics. Data calling and atlas semantic recognition display are facilitated. According to the method, the correlation and understanding conversion relation between the atlas and 
semantics is solved, and the method has good practical value and popularization significance.