The invention provides a battery film
production automation control method and
system based on
visual inspection, and relates to the technical field of
production control, and the method comprises the steps: collecting a film image, carrying out the fusion, generating a fused film image, carrying out the
noise reduction, constructing a
feature point matching relation, removing wrong point pairs, carrying out the geometric correction, carrying out the sub-pixel-level alignment, and obtaining a registration image;
edge enhancement is carried out based on an improved Frangian filtering
algorithm, an
edge region is repaired and segmented to obtain a film edge contour, three-dimensional reconstruction is carried out, three-dimensional
point cloud coordinates are solved, a film three-dimensional contour model is reconstructed, a film defect detection model is constructed, and a film defect
distribution diagram and defect confidence are obtained through
forward propagation; performing association analysis with a production process, constructing a
feature mapping model, generating a defect
knowledge base and matching a process parameter optimization strategy, generating a dynamic instruction and sending the dynamic instruction to a
station control unit, monitoring operation data, performing closed-loop
feedback control, and obtaining a current
optimal control scheme.