Journal: Scientific Reports
Article Title: Centroid growth selective clustering method for surface defect detection in silicon nitride ceramic bearing rollers
doi: 10.1038/s41598-025-14948-3
Figure Lengend Snippet: Surface defect image acquisition platform and schematic diagram of silicon nitride ceramic bearing roller 1-lens hood;2-CCD camera;3-LED strip source;4- Si 3 N 4 ceramic bearing roller;5-object table;6-work bench.
Article Snippet: The setup includes a CCD camera (Basler MED ace 2.3 MP 164 color, Basler Vision Technology (Beijing) Co., Ltd.), a light mask and light shield (C02-200 × 180, Dongguan Wallop Automation Technology Co., Ltd.), a PLC control cabinet (E2B-M18KN10-WZ-B1, OMRON Co., Ltd.), and an induction table with an experimental bench.
Techniques: Stripping Membranes