The application discloses a
layout optimization method and
system for high-clean workshop pipeline space, relates to the technical field of computer intelligent construction, and comprises the following steps: acquiring a three-dimensional model of a building structure, equipment
layout and attribute information of pipelines in a workshop; dividing pipeline arrangement areas into grids according to column grids and
process equipment layout, calculating a position convenience index, a structure influence index and an equipment
correlation index for each grid, fusing to obtain a comprehensive space importance index, and distributing a function area attribute code according to the comprehensive space importance index; constructing a multi-objective optimization function with pipeline comprehensive cost, pipeline conflict degree and secondary joint
pipe space as targets; constructing a pipeline
system into a graph structure, solving the multi-objective optimization function by using a graph neural network, and generating a preliminary layout scheme; and outputting a final layout after
collision detection and local adjustment. The application realizes automatic and intelligent layout optimization of high-clean workshop pipeline space, and can improve space utilization and reduce construction cost.