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Application guide · Artwork and continuous materials

Inspecting coating damage and scratches on battery electrodes

By Frank GuoPublished Updated 4 min read

// The inspection task

Electrode coating inspection must preserve which side, longitudinal position and cross-web region contain an observed defect. Missing coating, a weak scratch and normal texture can have different optical signatures. A whole-image classification may indicate an issue without providing enough location information for downstream marking, cutting or roll review.

Application guide by addaScanCompare the inspection task, imaging conditions and validation steps with your own production line.

Inspection task
Battery electrode coating inspection
Decision focus
battery electrode coating inspection
Station planning
Choose defect evidence before choosing the model
Illustrative scenario
an apparent clean interval contains missing frames
Application images

Visible coating damage and electrode scratches

The application images show the physical product and imaging conditions. The engineering diagram below explains the inspection logic and recovery decisions.

Electrode defect examples. Different surface features are marked in the inspection details.
Electrode defect examples

Different surface features are marked in the inspection details.

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Locate coating defects on both sides of the electrode web

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Compare the options against the product and station requirements
ConditionApproach to evaluateSelection check
Distinct missing coatingEvaluate contrast and connected-region rules.Challenge acceptable coating texture and edges.
Low-contrast scratches or several texturesEvaluate trained segmentation after optical trials.Keep subtle faults in an independent test set.
Both sides requiredProvide verified coverage of each surface.Do not infer hidden-side quality from the visible face.

Choose defect evidence before choosing the model

A missing coating region may change broad reflectance, whereas a shallow scratch can be visible only under a useful lighting direction. Compare acceptable texture, coating transitions and known faults at the intended image scale. Detection or segmentation is valuable when the handling decision needs an extent; classification alone can suit a controlled small region with one defined disposition.

For double-sided inspection, calibrate the two views to a shared material coordinate while retaining the side identifier. Camera spacing and web travel introduce offsets. Encoder tracking must account for those offsets before comparing apparent defect positions. Do not merge coincident coordinates from opposite surfaces into one unexplained result.

Schematic electrode web with interval boundaries, upper and lower view references, a coating-fault interval and a lower-view coverage-gap callout.
Side identifiers remain separate even in a shared length coordinate. Missing lower-side coverage cannot be cancelled by acceptable upper-side images.

On a small screen, scroll across the diagram to inspect the labels.

Worked example: an apparent clean interval contains missing frames

In an illustrative run, the upper surface records a local coating gap while the lower view records no fault at the corresponding position. Keep the upper-side defect and its extent; absence on the opposite surface does not cancel it. Map the affected interval to the downstream handling record with the established position uncertainty.

Later, the lower camera drops frames across a splice. That interval is uninspected, even if the upper surface has complete acceptable images. Flag the missing lower coverage and contain or reinspect the affected material under the agreed rule. After a web break or encoder reset, establish a new coordinate reference before returning to normal release. Store the side-specific images, interval coverage, roll identity and disposition so a cut piece can be traced to the appropriate inspection evidence.

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Evidence, decision and recovery for keep both web sides in the same material coordinate
Observed evidenceInspection decisionAction and retained record
A coating gap is located on the upper surface while the lower surface looks normal at the same material coordinate.Upper-side defect remains actionable.Keep side and interval identifiers, apply the agreed containment rule and verify marking or isolation of the corresponding downstream material.
Lower-side frames are missing through a splice while upper-side acquisition continues.Required double-sided coverage is incomplete.Record the uninspected side and interval, contain or reinspect it and restore coordinate continuity before normal release resumes.
Normal coating texture triggers a fine-grained class that does not change any handling decision.Review whether classification adds useful evidence beyond detection.Compare accepted texture and actionable defects, retain location masks and simplify the decision only after validating missed-defect and false-reject behaviour.

Validate normal texture and coordinate interruptions together

Challenge low-contrast scratches in different directions, accepted coating texture, both web edges, splices and interrupted acquisition. Verify that the physical marked or isolated length agrees with the image location; a good defect detector with incorrect material tracking still produces unusable containment.

Retain original images around defects and coverage gaps, not just a roll-level pass flag. Surface appearance supports visible coating inspection; it does not by itself establish electrochemical performance or hidden material properties.

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Challenge samples and the evidence required before acceptance
ChallengeWhat to verify
Low-contrast scratchesConfirm they remain visible at the selected line speed.
Normal coating variationMeasure false rejects separately by face.
Edge and splice regionsDefine inspection masks and exceptions explicitly.
Encoder or image lossIdentify the uninspected material interval.

Electrode coating samples and web data to provide

Provide both electrode surfaces, defect dimensions and classes, normal texture, material speed and the downstream handling distance.

Use the web line scan guide to develop the next step.

Define the wider inspection responsibility in surface defect detection.

Use the optical and recovery challenges above when applying the architecture choices in vision-system comparison guide.

Scope and budget

Use the vision system cost guide for general imaging and integration factors; electrode surface coverage and web-handling requirements need an application-specific scope.

Testing and handover

Agree defect classes, position tracking and uncertain-boundary handling in the testing and handover process.

// Based in Johannesburg · Serving South Africa

Assess visible electrode coating defects

Provide both electrode surfaces, defect dimensions and classes, normal texture, material speed and the downstream handling distance.