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Case study

Weld Electrode Dent Application

FIAT body production lines — automotive quality control

Resistance spot welding is used throughout automotive body production — chassis, hood, doors, roof and rear bumper. With prolonged use the welding electrode tips deform, degrading the three parameters that define weld quality.

When a worn tip's contact surface breaks down, welds become inconsistent and quality drops — followed by time, material and cost losses. This application automatically detects the dent and surface roughness of the tip with image processing.

Weld quality factors

  • Weld current graph
  • Tip pressure
  • Contact surfacethis application

Optical setup

  • The weld tip is placed at a 45° angle against the backdrop.
  • A line laser hits the tip perpendicular at 45°, illuminating the surface profile as a cross-section.
  • The camera faces the backdrop straight on, capturing the tip's slope clearly.
  • A polarization filter suppresses reflection noise from the glossy metal surface.

Processing pipeline

01
Physical setup

Tip 45° — laser 45° — camera 0° — polarization filter

Optics / Hardware
02
Image capture

The profile the laser line draws on the surface is recorded by the camera

OpenCV
03
Edge & dent detection

Deviation of the laser line reveals the dent; edge detection measures it

Python / OpenCV
04
Regression analysis

A regression technique lifts measurement accuracy to 95%

MATLAB / Python
05
Reporting & dashboard

Measurements stored in SQL are visualized on a .NET/JS dashboard

.NET · SQL · JavaScript