From the field
Reflections on packaging film and product changeovers made presence and print checks unstable. The lighting geometry first had to provide sufficient contrast at the actual conveyor speed and across the material variation.
A food packaging line required reliable presence and print checks at a short cycle time. The machine builder managed engineering and the integrator handled cell I/O. Available cabinet space and working distance were already fixed.
Reflections on film caused false rejects. Small format changes between products shifted the inspection region. Trials under office lighting did not represent motion and ambient reflections on the line.
The primary decisions were presence and print pass or fail. Full OCR and AI classification were kept outside this trial. This kept the required samples, tools and acceptance criteria clear.
Diffuse or dome-style lighting reduced bright reflection spots on the film. The lens was selected by field of view, required image detail and working distance. A smart camera performed the bounded checks and sent status and result to the PLC. Recipe changes were controlled for product changeovers. See also lighting and quality inspection.
Test good packs, known defects and borderline cases at minimum, nominal and maximum speed. Verify every product change and force missing triggers, communication faults and reject actions. Define who manages recipes and how the approved version is restored. Reject and capacity figures can only be reported when the plant has released the underlying production data.

For a similar packaging-line inspection, share product samples, line speed and reject criteria. We can then discuss a suitable setup.