The invention provides a data-driven milling intelligent analysis device, method and equipment and a storage medium, particularly relates to the technical field of intelligent manufacturing, and provides an intelligent
analysis software architecture in a component visual arrangement form and a construction method for process data under various processes, workpieces, procedures, instructions and positions in milling. The overall framework provides an integrated milling intelligent analysis scheme covering
processing data acquisition,
processing, analysis and application in the form of
application layer data set and
algorithm component dragging, and the sensing layer obtains
processing process data of internal and external systems of a
machine tool; the
data access layer is responsible for data storage, retrieval and access; the
business logic layer is responsible for executing functions such as
data set management,
algorithm management and intelligent analysis of
workflow; the
application layer provides a
user interface corresponding to a series of functions such as analysis process construction based on component dragging, so that the threshold of
artificial intelligence enabling milling
machining is lowered, and a full link of
data acquisition, storage, analysis and application is opened.