The invention relates to the technical field of knowledge maps, in particular to a ship design reference data intelligent recommendation method and
system based on a knowledge map, and the method comprises the steps: constructing a multi-dimensional ship knowledge map; analyzing the received design task to obtain a design basic parameter and a target
performance index, constructing a task related sub-graph, extracting a task constraint condition, and generating a target index
semantic vector; carrying out graph structure representation learning on the task related sub-graphs by utilizing a graph neural network coding model, and carrying out
feature fusion on the task related sub-graphs and target index semantic vectors to generate comprehensive design reference vectors; and based on the comprehensive design
reference vector and the task constraint condition, matching historical cases in the
knowledge graph to obtain a design reference recommendation result. According to the method, by constructing the multi-dimensional ship
knowledge graph, design basic parameters, performance indexes and constraint conditions are systematically managed; historical design cases can be intelligently matched, high-correlation design reference results are provided, and design efficiency and accuracy are improved.