Automation Equipment
For the manufacturing and assembly of custom automation equipment and standard equipment, providing visual inspection solutions for component assembly, wiring, marking and pre-shipment verification.
Industry Production characteristics
How This Industry Produces Determines How Inspection Should Be Done
The visual inspection of automation equipment revolves around two things: first, making the most common defects in this industry image clearly and consistently; second, connecting the judgement result reliably into the production line. Common implementation constraints in this industry are "single machines differ greatly in structure, making unified criteria difficult"; "space and lighting conditions at the assembly site are uncontrolled". Whether detection can be stable depends on material optical properties, minimum defect size, and cycle time, and is subject to the results of a measured sample trial.
The characteristics of automation equipment manufacturing are Low output per machine, large structural differences, assembly relies on manual experience. The inspection requirement for such projects is often not "high-speed full inspection", but Control during assembly and verification before shipment.
At the same time, equipment manufacturers are often users of visual inspection equipment themselves - using vision to ensure the equipment they produce is assembled correctly, completely and traceably.
Industry Inspection issues
Where problems actually occur on site
- Missing component or wrong position
- Wiring misplaced, wire number mismatch
- Fastener not locked or missed
- Missing identification plate or nameplate
- Incorrect pneumatic / line connections
Typical Inspection Objects
The Most Common Inspection Objects in This Industry
Typical Inspection Task
The judgments to be made on these objects
- Component presence/absence and position verification
- Wiring verification (reference designator recognition + comparison)
- Fastener count check
- Label Verification
- Complete machine appearance inspection
Vision Inspection Challenges
Implementation constraints specific to this industry
- Structural differences between individual units are large, so a single set of acceptance criteria is hard to apply
- Space and lighting conditions at the assembly site are not controlled
- Wiring relationships are complex and need to be modeled
- Low volumes require weighing investment against returns
Choosing the right algorithm
Choose by Acceptance Criteria Form, Not by How Advanced It Is
Region presence
Presence/absence of components and fasteners
OCR + Logic Verification
Recognition and comparison of wiring designations
Multi-region verification
Confirm each item against the list
acquisition and light source
Optical conditions set the upper limit of feasibility

- When installation site conditions are not controlled, a portable or movable inspection solution is more practical
- In-cabinet inspection requires compact light sources
- Where natural light fluctuates strongly, provide light shielding or a controlled light source
OK / NG Judgement
How results are judged and used
| Inspection Status | judgement | Interlocking Action |
|---|---|---|
| All components and wiring conform to the drawings | OK | Release to power-on test |
| Missing part / wrong connection present | NG | Intercept and output the specific point |
| Characters cannot be recognized | re-inspection | Escalate to manual checking |
PLC and Automation Interlocking
How results connect to the production line
Recommended output for equipment manufacturing scenarios A specific location list, so that assembly staff can locate them directly.
Verification records can be retained as part of the factory quality documentation.
Applicable equipment
Common configuration forms for this type of inspection
Related Solutions
View the corresponding solution by inspection task
Common Question
The Questions Most Often Asked in This Industry
With Low Output per Machine, Is Visual Inspection Worth It?
It depends on the rework cost and quality risk. For equipment with a complex structure and high rework cost, visual verification at critical process steps is usually still worthwhile. A flexible portable solution can also be considered to reduce fixed investment.
What if assembly site conditions are uncontrolled?
An inspection solution with built-in light shielding and its own light source can be considered, or the verification point can be placed at a relatively stable station. Uncontrolled site conditions significantly affect inspection stability and are the risk that most needs early assessment in this type of project.
For visual inspection in this industry, what needs to be solved first?
The implementation constraints commonly seen in this industry center on: "individual units differ greatly in structure, making a unified acceptance criterion difficult"; "space and lighting conditions at the assembly site are uncontrolled"; "wiring relationships are complex and need model-based representation". These constraints affect both the imaging solution and the cycle-time design. Normally a sample trial is needed to validate before the configuration is finalized.
How does the inspection result interlock with the production line?
In equipment manufacturing scenarios, we recommend outputting a list of specific points so that assembly personnel can locate them directly. Verification records can be retained as part of the factory quality documentation.
What Equipment Configuration Does This Type of Inspection Generally Require?
Common forms include: "EEK-SV5205C industrial vision presence/absence inspection equipment (portable configuration optional)," "assembly station inspection cell," "verification and recording system integrated with MES." The specific machine model and quantity depend on the inspection area, minimum defect size and line cycle time, and must be confirmed against site conditions.
Which process steps in this industry benefit most from a visual inspection station?
The most common is: "verification of component presence/absence and position"; "wiring verification (wire number recognition + comparison)"; "checking fastener count". Which process steps to actually instrument depends on the cost of defects escaping downstream and the cost of rework — the later a defect is found, the higher the cost.
How do we judge whether our product is suitable for visual inspection?
Please provide the assembly drawings (or bill of materials) and photos of the actual equipment, and state at which assembly step the verification is needed. In general, as long as the criteria can be stated clearly, defects can image clearly and consistently, and the cycle time matches the field of view, the project is feasible.
What inspection accuracy can be achieved?
Accuracy is not a fixed value that holds regardless of conditions. To be added — the minimum detectable size depends on the combination of field of view and camera resolution, and is also affected by illumination, lens and algorithm; the configuration must be derived from your minimum defect size and validated by measurement.
Submit sample testing
Please provide the equipment assembly drawings (or parts list) and photos of the actual equipment, and state at which assembly stage verification is needed.
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Need to assess imaging conditions, defect criteria and cycle time item by item? Go to the Full Requirement Assessment →
Inspection Configuration Based on Your Industry's Products and Cycle Time
Send us photos of the workpiece, the inspection requirement (what to inspect, and the tolerance for escapes and false calls), and the line cycle time, and our solution engineers will recommend the inspection method, optical solution, and interlocking configuration for that industry.