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Vektör Enerji
03 · Machine vision and quality control

Profile surface inspection on the extrusion line

Surface and dimensional checks without stopping the flow

The FHV7 software showing a profile cross-section together with its measurement window03
The FHV7 software showing a profile cross-section together with its measurement window

Real-time surface and dimensional inspection with an Omron FHV7 smart camera on the extrusion line for door and window trims; faulty profiles are identified while still on the line.

Customer
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Sector
Door and window profile manufacturing
Field of work
Machine vision and quality control
Year completed
2026

The need

What had to be solved on site?

Extrusion is a continuous process. Once the line settles, stopping it means both material loss and reheating time. Quality control was therefore traditionally done by taking samples at intervals.

Sampling leaves everything produced between two samples in a blind spot. A slowly developing problem such as die wear or a temperature drift goes unnoticed until the next sample, and the profiles made in the meantime are scrapped.

How we solved it

In trim manufacturing, consistent quality is one of the most critical factors in customer satisfaction. In this project, products leaving the extrusion line are inspected continuously on the line with an Omron FHV7 smart camera system.

While the products keep flowing, the system scans each piece with high precision and identifies surface defects and dimensional deviations immediately. There is no need to stop the line or take samples for inspection.

A measurement window placed on the profile edge with the deviation values listed in the parameter panel
A measurement window placed on the profile edge with the deviation values listed in the parameter panel

The measurement windows were defined as separate recipes for different profile types. From the touch panel at the line, the operator can select the active recipe and follow the OK/NG result live.

The measurement windows were placed on the critical edges of the profile. On every frame the system locates the edge position and measures the deviation from the reference in pixels, which calibration converts to millimetres. The decision is made against a numerical tolerance rather than on whether it "looks right".

The touch panel at the line showing the live OK result of four cameras
The touch panel at the line showing the live OK result of four cameras

In extrusion, a dimensional deviation usually develops by drifting rather than jumping. Continuous measurement reveals that drift early: the trend is visible while the value is still inside tolerance, and the operator can correct temperature or haul-off speed without stopping the line. The real gain from quality control is not sorting scrap but never producing it.

Separate recipes were defined for different profile types, each holding the measurement window position, the tolerances and the acceptance threshold. At changeover the operator selects the recipe from the touch panel at the line; no engineer is needed to set up the camera.

Implementation steps

The order we worked in

  1. 01

    Identifying the critical edges

    We discussed with the production team which edges cause problems at assembly, and placed the measurement windows on those edges.

  2. 02

    Pixel-to-millimetre calibration

    Calibration was done with a reference part of known dimensions so that the deviation on screen corresponds to a real measurement.

  3. 03

    Building the recipe structure

    Window position and tolerance for each profile type were stored in a separate recipe, so the operator changes over with a single selection.

  4. 04

    Commissioning the line-side panel

    The results of four cameras were brought onto one screen, so the operator immediately sees which camera reported NG.

Inspection method
Continuous, not sampled
Measurement type
Edge position and deviation
Changeover
By selecting a recipe
Line stoppage
Not required
Project outcomes

What this changed on the floor

  1. 01

    Defect detection

    Surface defects, dimensional deviations and production faults are identified instantly.

  2. 02

    Uninterrupted flow

    Quality control happens without stopping the line, removing the wait for samples.

  3. 03

    Recipe per profile type

    Defined measurement windows for different profiles allow a fast changeover.

  4. 04

    Consistent quality

    The quality standard stays the same for every product, so the end user receives a faultless one.

Frequently asked questions

Frequently asked about this application

What does continuous inspection gain over sampling?

Sampling does not see the production between two samples. For slowly developing problems such as die wear or a temperature drift, that interval is scrap. Continuous measurement shows the deviation while it is still inside tolerance, so the correction happens before scrap is made.

Which defects does the system catch?

Two groups: surface defects (scratches, bubbles, colour differences) and dimensional deviations (edge position, section width). On the dimensional side the deviation is reported in millimetres; on the surface side the defect area is compared with a threshold.

How long does adding a new profile type take?

When an existing recipe is copied and the window position and tolerance updated, the job is usually finished within the same shift. If the profile geometry differs greatly from the existing ones, the lighting angle may also need reviewing.

How is the number of cameras decided?

The number of surfaces to inspect and the profile width decide it. One camera can see one face of a narrow profile; if all four faces must be checked, the camera count rises. The exact number becomes clear after the survey, once the profile section and line layout have been seen.

Projects

Do you have a similar need on your line?

Describe the defect you need to catch or send a photo of your production line, and we will assess feasibility and the hardware needed together.

Projects
Contact

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