Irregular-Shaped Parts Inspection Machine

Overview

Irregular-shaped clips are widely used in automotive interiors and furniture assembly. They leverage aluminum's elasticity to enable quick and firm joining between multiple extruded profiles — offering easier installation, removal, and long-term stability compared to screw-based connections.

Because clip structures are more complex and precise than ordinary fasteners, quality consistency is crucial. Even small dimensional deviations can cause assembly issues, noise, or detachment during use. Therefore, automatic visual inspection has become an essential step in modern clip manufacturing.

Openex has developed a dedicated inspection solution for irregular-shaped clips that ensures consistent, traceable, and high-speed inspection on production lines — powered by AI vision and precision mechanical engineering.

Technical Highlights & Features

The biggest challenge in inspecting light aluminum clips is maintaining stable feeding during belt-to-disk transfer.
Openex engineers redesigned the transition mechanism, eliminating part drop due to centrifugal force and ensuring every workpiece reaches the first inspection station in the correct orientation.

Openex's optical engineers applied coaxial lighting technology to clearly separate the base and opening surfaces, enabling high-contrast edge recognition and micron-level precision measurement.

Using deep learning algorithms, the system automatically identifies shape deviations, surface defects, or deformation — without manual parameter tuning. This reduces setup time and ensures long-term reliability across production batches.

The system can be customized to include additional measurement points, multiple cameras, or integrate with robotic handling and packaging systems for full automation.