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Nut Presence/Absence Inspection

Judges whether nuts are properly installed or missing, supporting single-point verification and multi-point parallel verification, for stations after assembly and before packaging.

inspection Overview

Nut presence/absence inspection: inline verification station after assembly
Nut Presence/Absence Inspection Object Characteristics → Inspection Difficulties → Visual Judgement Method → Applicable Algorithm → Optical Considerations → OK/NG Output
Quick answers

Nut presence/absence inspection: it determines whether a nut is correctly installed and whether any nut is missing, supports single-point verification and multi-point parallel verification, and can be used at inspection stations after assembly and before packaging. The judgement usually does not assess details such as thread or dimensions but instead determines Whether the visual feature at that position exists and matches expectations, output OK / NG and interlock with the production line.

Judges whether nuts are properly installed and whether any are missing; it supports single-point verification and multi-point parallel verification, and can be used at check stations after assembly and before packaging.

The feasibility of "nut presence/absence inspection" depends on Whether the visual features of the object are stable and distinguishable, as well as the on-site optical and tooling conditions. Each item is expanded below in the order commonly used in inspection engineering.

PresenceCore acceptance criteriaWhether the part is in place at that position
Position-by-position verificationInspection MethodJudge by position number / region separately, then combine the results
OK/NGResult OutputDirect integration with PLC and actuators
6communication methodI/O · TCP · RS485 · Modbus · S7 · Profinet

Object Characteristics

How the object appears in the image

  • The shape is mostly hexagonal, with variants such as flange nuts and nylon lock nuts
  • Usually used with a bolt; after installation the exposed area is larger than a screw, so imaging is easier
  • They often appear in groups on the same product and must be verified one by one
  • A semi-seated state may occur where the part is fitted but not fully tightened

inspection Challenges

Where Problems Really Occur on Site

  • Flange nuts and hex nuts are similar in shape, so the model must be distinguished
  • Nuts in deep holes may be blocked, limited by the installation angle
  • Reflection and oil stains reduce the clarity of the hexagon boundary
  • A partially seated state differs only slightly from a fully seated state when viewed from above

Vision Judgement method

How acceptance criteria are set and why

Nut: OK and NG State ComparisonIllustration of the two judgement states for a nut, used to show the output format of visual presence/absence inspection.OKIn Place · OKNGMissing · NGDashed contour = this position "should be present but was not detected", i.e. NGInspection zones are divided position by position according to the assembly drawing, and the part-level conclusion is composed after judging each position
Nut | Judgement State Illustration — left: "part present at this position, judged OK"; right: "should be present but not detected, judged NG".

The hexagonal contour is the most direct criterion for a nut, and can be checked using Contour Matching or Angular distribution of contour edges judge whether a nut is present and whether the model matches.

If you need to judge whether a screw is fully tightened, a top-down view is often not enough; you need to be able to observe the contact gap between the nut and the workpiece or the exposed length of the bolt, which usually requires a side or oblique viewing angle.

Applicable algorithm

Choose by the Form of the Acceptance Criteria, Not by Complexity

Contour / Template Matching

Determines whether a nut is present and distinguishes the specification

Geometric Measurement

When seating must be confirmed, measure the fit gap or the exposed length

Optical Precautions

Imaging conditions set the upper limit of feasibility

  • Oblique illumination helps highlight the edges of the hexagonal contour and makes nuts easier to distinguish from holes than illumination directly from above
  • If the lamination state must be checked, configure a viewpoint that can observe the side (an angled camera or a mirror)
  • For workpieces with heavy oil stains, we recommend using diffuse light first to soften the oil film reflection, avoiding a false call of a missing part

OK / NG Output

How results are judged and passed to the production line

Visual inspection judgement chainThe complete chain from image acquisition to OK/NG judgement and PLC interlocking.image acquisitiontrigger captureTarget Positioningtemplate matchingfeature recognitionAlgorithm JudgementResult JudgementOK / NGindustrial communicationPLC interlockingRelease OKRejection / NG AlarmEvery step's result retains the image and judgement item, for traceability and review
Inspection Judgement Chain — Acquisition → Positioning → Recognition → Judgment → Communication interlocking; the entire chain runs locally on the machine.
Inspection Statusjudgement Interlocking Action
All nuts in placeOKrelease
Missing AssemblyNGReject or divert to rework
Cannot determine the seating statere-inspectionSwitch to manual confirmation
Judgement thresholds must be set according to the site's tolerance for Escapes and false calls tolerance setting: the costs of the two sides are usually asymmetric, so the threshold should be biased toward "whichever side is less acceptable".

Applicable Industry

This type of inspection is common in the following industries

Common Question

The most common questions about this object

Are Nuts and Screws Inspected in the Same Way?

The approach is the same, both judge presence/absence, but the form of the acceptance criteria differs: the hexagonal contour of a nut is easier to extract than a screw head, so at the same resolution nut inspection is usually more robust.

Can a Screw That Is Not Fully Tightened Be Detected?

A viewing angle that can observe the mating surface is required. If only a top-down view is possible, it is usually only possible to judge whether the nut is present, and hard to judge whether it is tightened. Requirements of this kind should be raised at the solution stage so that the viewing angle can be arranged.

What are the acceptance criteria for this object?

The hexagonal contour is the most direct acceptance criterion for a nut; contour matching or the angular distribution of contour edges can be used to determine whether a nut is present and whether the model matches.

What are the illumination requirements for this type of object?

Angled illumination helps highlight the edges of the hexagonal contour and makes it easier to distinguish the nut from the hole than illumination from directly above. If the seating condition must be checked, a viewing angle that can observe the side must be configured (an angled camera or a mirror).

What Are the Inspection Accuracy and Minimum Detectable Size?

It depends on the combination of field of view and camera resolution, and is affected by the lens, illumination and algorithm. To be added — the configuration must be derived from your minimum defect size, subject to the results of a measured sample trial.

How Do We Verify That Our Product Can Be Detected?

Please provide correctly assembled parts and samples with missing components, and state whether "whether it is fully tightened" must also be judged.

Submit sample testing

Please provide correctly assembled parts and samples with missing components, and state whether "whether it is fully tightened" must also be judged.

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        A solution engineer will contact you within 1 business day after submission

        Need to assess imaging conditions, defect criteria and cycle time item by item? Go to the Full Requirement Assessment →

        Send Us Your Workpiece and We Will Show You the Measured Results

        Provide several OK and NG samples, and the solution engineer will run actual imaging and judgement tests on the equipment, then give inspection configuration recommendations that can be implemented, rather than just reading a specification table.

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