The invention relates to the technical field of
intelligent manufacturing system design, and discloses an intelligent manufacturing
production line automatic design method and
system based on a
large model, and the method comprises the steps: building a semantic understanding engine through a pre-training large
language model, and converting user unstructured text input into a standardized design element set; based on the
process knowledge graph and the product manufacturing feature
library, performing process path reasoning and
task level disassembly by using a graph neural network, and disassembling the standardized design element set into a plurality of sub-tasks; constructing an equipment capability
database, realizing automatic matching of a plurality of subtasks and equipment through vectorization similarity retrieval and a multi-objective optimization model, and outputting a recommended equipment combination
list; based on the recommended equipment combination
list and the spatial constraint condition, a digital workshop sketch is established by adopting a 3D spatial modeling module, the equipment
layout and the logistics path are optimized by applying a
genetic algorithm, and an optimal
layout scheme set is output; according to the invention,
intelligent design and optimization support of the whole life cycle are provided.