The invention provides an AI
edge computing platform, method, terminal and
system for a Fab
system, and the platform is specially designed for the Fab
system, is customized and developed according to the
business data processing task requirements in each Fab system, is deployed at the edge side of a plurality of
machine equipment of a
wafer manufacturing
plant, and is in communication connection with each
machine equipment. The platform can collect and screen process parameter data meeting high-quality
wafer standards, perform analysis
processing by using a specific
algorithm model, dynamically adjust
machine equipment process parameters and compensate Fab system indexes according to an analysis result, and optimize machine equipment performance, a production process and the
algorithm model. By combining edge calculation and the AI technology, low-
delay processing and real-time analysis of
semiconductor manufacturing equipment process parameters are achieved, the system processing efficiency and response speed are improved, meanwhile, full-process automatic management of equipment
data processing is integrated, the manual intervention requirement is reduced, and the
workload of developers is relieved.