Forging
For hot forging and cold forging process steps, providing visual inspection solutions for short shot, cracks, dimensions and appearance defects.
Industry Production characteristics
How This Industry Produces Determines How Inspection Should Be Done
The visual inspection of forging 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 "high-temperature radiation interferes with imaging, requiring heat-resistant and filtering solutions"; "the oxide scale on forging surfaces varies greatly in form". 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 forging are The temperature and shape of the workpiece are both changing rapidly. Hot forgings glow red at high temperature, so imaging conditions differ completely from room-temperature parts; cold forgings are dimensionally precise but have strongly reflective surfaces.
Therefore visual inspection in the forging industry usually requires Designed separately according to process step temperature: hot-state inspection focuses on shape and fill completeness, while cold-state inspection focuses on dimensions and surface defects.
Industry Inspection issues
Where problems actually occur on site
- Short shot and incomplete filling
- Cracks, Folds
- Mold mismatch (upper and lower mold misalignment)
- Excessive burr
- out-of-tolerance dimension
Typical Inspection Objects
The Most Common Inspection Objects in This Industry
Typical Inspection Task
The judgments to be made on these objects
- Fill completeness judgement
- Die Mismatch Check
- Crack and fold recognition
- dimensional measurement
- Count check
Vision Inspection Challenges
Implementation constraints specific to this industry
- High-temperature radiation interferes with imaging, requiring heat-resistant and filtering solutions
- Oxide scale on forging surfaces varies widely
- The criteria for cracks and folds are subtle
- Hot workpieces fluctuate greatly in position and shape
Choosing the right algorithm
Choose by Acceptance Criteria Form, Not by How Advanced It Is
Region presence
Whether filling is complete and whether material is missing
Geometric Measurement
Mold mismatch and dimension deviation
Anomaly Detection
Crack and fold recognition
acquisition and light source
Optical conditions set the upper limit of feasibility

- Hot-state inspection must account for filtering high-temperature radiation and camera heat tolerance
- Cold forgings are highly reflective; diffuse light + polarization is recommended
- Where oxide scale is obvious, evaluate its impact on the acceptance criteria
OK / NG Judgement
How results are judged and used
| Inspection Status | judgement | Interlocking Action |
|---|---|---|
| Filling complete, no obvious defects | OK | release |
| Short shot / mold mismatch / crack | NG | Rejected to keep it out of downstream process steps |
| Inconclusive Judgement | re-inspection | Escalate to Manual Confirmation |
PLC and Automation Interlocking
How results connect to the production line
Inspection points in the forging industry are usually located at After forming, before subsequent processing, avoiding labor hours on workpieces that are certain to be scrapped.
When interlocked with forging equipment, consecutive defects can trigger a stop for mold inspection.
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
Can red-hot forgings be inspected?
Yes, but filter design is needed for high-temperature radiation, along with heat insulation and protective measures for the camera. High-temperature self-emission changes the imaging conditions, so the acceptance criteria must be set specifically for the hot state and cannot simply reuse a cold-state solution.
Is Crack Detection Difficult?
Cracks are elongated features with subtle acceptance criteria, easily confused with scale texture. A workable direction is to first use illumination design to bring out the boundary feature of the crack, then identify it with an anomaly detection approach. It is recommended to provide samples with known cracks for validation.
For visual inspection in this industry, what needs to be solved first?
The implementation constraints commonly seen in this industry center on: "high-temperature radiation interferes with imaging, requiring heat-resistant and filtering solutions"; "the surface oxide scale of forgings varies greatly in form"; "the criteria for cracks and laps are subtle". 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 the forging industry, the inspection point is usually placed after forming and before subsequent machining, to avoid spending labour hours on workpieces that are bound to be scrapped. When interlocked with the forging press, consecutive defects can trigger a stop for mold inspection.
What Equipment Configuration Does This Type of Inspection Generally Require?
Common forms include: "inline inspection device for forging lines (high-temperature environment configuration)", "dimensional inspection station for cold forgings" and "pick-up inspection cell working with a manipulator". The specific machine model and quantity depend on the inspection area, the minimum defect size and the line cycle time, and must be confirmed according to site conditions.
Which process steps in this industry benefit most from a visual inspection station?
The most common are: "filling completeness judgement"; "mold mismatch check"; "crack and fold recognition". 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 conforming forgings and parts with known defects (short shot, die mismatch, cracks), and state the temperature condition at the inspection process step. In general, as long as the acceptance criteria can be stated clearly, defects 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 good forgings and known defect parts (short shot, mismatched die, cracks), and state the temperature state at the inspection step.
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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.