This disclosure presents an intelligent early warning method, apparatus, device, and medium for the
erosion of
refractory linings in high-temperature furnaces. One specific implementation of the method includes: an infrastructure layer acquiring initial furnace sensor information, initial furnace images, and
initial point cloud information; a data resource layer performing data cleaning
processing on the initial furnace sensor information, initial furnace images, and
initial point cloud information to generate furnace sensor information, furnace images, and
point cloud information; a model
processing layer performing 3D construction
processing on the furnace images and
point cloud information to generate a 3D model of the furnace; an intelligent
perception layer performing
erosion identification processing on the furnace sensor information and the 3D model of the furnace to generate
erosion information; an
application layer determining early warning information; and a business
presentation layer sending the early warning information to a management terminal. This implementation relates to the field of intelligent erosion early warning, realizing the quantification,
visualization, and predictive management of the erosion state of furnace linings, and enabling timely detection of safety hazards through early warning.