The present invention discloses a high-speed slitting
quality monitoring system for PVC hard sheets based on AI vision detection, which relates to the field of industrial
automation technology. The
system consists of several functional modules, including: a
data acquisition module, which, when the PVC hard sheet enters the detection area, controls the camera and the thermal imager through the PLC to synchronously acquire image data and thermal
imaging data; a three-dimensional
graphics synthesis module, which, based on the image data, superimposes contour recognition to generate a three-dimensional model; based on the thermal
imaging data, uses affine transformation to obtain the position information of the thermal
imaging data, and performs
spatial registration with the three-dimensional model to generate a
temperature gradient field; a defect detection and recognition module, which evenly divides the surface of the three-dimensional model, numbers the evenly divided regions, and based on the connected
domain analysis of morphological operations, superimposes multi-scale
feature fusion to perform defect recognition; according to the
temperature gradient field after region segmentation, performs temperature uniformity evaluation and calculates the temperature standard deviation between regions.