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AI Visual Inspection Equipment for Electrode Sheets

Electrode sheet AI visual inspection equipment: for lithium battery cathode and anode sheets, inline inspection of coating defects, coating loss, burrs, edge anomalies, dimensions and more, with OK/NG output and line linkage.

Materials Overview

Coating uniformity + burr safety; edges and coating are the focus

Quick answers

Electrode sheet AI visual inspection equipment images the positive and negative electrode sheets of lithium batteries; the algorithm identifies defects such as exposed foil in the coating, scratches, bubbles, coating loss, burrs, edge anomalies and out-of-tolerance dimension, outputs OK/NG results and interlocks with the production line.

The electrode sheet is a semi-finished product in which active material is coated onto a lithium battery current-collector substrate (copper foil / aluminum foil). Coating uniformity directly determines battery performance, while burrs on the foil carry the safety risk of piercing the separator. Its difficulty is the double challenge of "coating + foil": the coating must be checked for uniformity and defects, and the foil edges for burrs.

Defects specific to electrode sheets include coating voids exposing the foil (missing coating), scratches, bubbles, coating flaking (coating detachment), burrs (flash on the foil edge), edge abnormalities, and out-of-tolerance dimensions. Among these, burrs and exposed foil are critical for safety and performance.

Inspection uses AI to build a model of the normal coating and judges exposed foil, material loss and bubbles as defects; the edges are checked for burrs with a telecentric lens and low-angle light; switching between positive / negative electrodes mainly requires adjusting the recipe.

Applicable Type

Positive Electrode Sheet

Aluminum foil + cathode material; the focus is on coating

Negative Electrode Sheet

Copper foil + negative electrode material, with the focus on coating and burrs

Electrode Sheet Rolls

Continuous material feed, line-scan full-width inspection

Electrode Sheet Cut Pieces

Already cut, inspected piece by piece with defect locating

Tab Area

Welded area, the focus is on edges and burrs

Common defect

Defect TypesTypical ManifestationsInspection Focus Points
Missed Coating Exposing FoilMissing coating, exposed foilContrast Against Coating
scratch Linear coating damageLow-angle light forms a clear image
BubblesCoating BubbleFocus on Coating Surface
Missing materialCoating DetachmentDistinguished from normal coating
BurrsFoil edge flashTelecentric + low-angle light
Edge AnomalyUneven Coating EdgeRequires Positioned Measurement
out-of-tolerance dimensionLength/Width MismatchSub-pixel Edge
foreign matter Particles, DustCleanliness Metric

inspection Workflow

Complete chain from loading to judgment

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.
  • 01 Electrode sheet loading / roll unwinding
  • 02 Flattening and tension control
  • 03 Line-scan continuous imaging
  • 04 Coating modeling
  • 05 Defect segmentation and classification
  • 06 Edge and burr inspection
  • 07 dimensional measurement
  • 08 Synthesized OK / NG
  • 09 Marking / rejection and image archiving

AI Inspection Principles

AI Visual Inspection Principles

Electrode sheet inspection is difficult because of "coating + foil". The algorithm builds a model of the normal coating and classifies exposed foil, coating dropout, and bubbles as defects; foil burrs are checked at the edges with a telecentric lens and low-angle light. Coating uniformity and burrs both affect safety and performance and are key items to intercept.

For illumination, diffuse light provides uniform lighting and reveals the coating and exposed foil; low-angle light exposes scratches and burrs; edge measurement uses telecentric lenses to suppress distortion. In a clean environment, dust interference must be controlled.

For judgement, we recommend setting foil exposure and burrs as high priority and using sub-pixel edge extraction for dimensions. The specific thresholds must be confirmed by measured testing with OK / NG samples.

Applicable Industry

Applicable equipment

Common Question

Why are burrs on electrode sheets dangerous?
Burrs on foil can pierce the separator and cause a short circuit, which is a safety hazard; the edge is usually inspected separately and intercepted as a priority, and the specific acceptance criteria are subject to the customer's specification.
Can Bare Foil Be Detected?
Yes. Foil exposure is a missing coating area that exposes the foil, contrasts clearly with the normal coating, and can be identified with diffused light; the threshold is confirmed by measured sample testing.
Can Electrode Sheet Dimensions Be Measured Accurately?
Yes. A telecentric lens plus sub-pixel edge extraction measures length, width, and the coating edge; the accuracy depends on the lens and resolution and is subject to measured testing.
Can the internal condition of the coating be detected?
Surface vision can only see the visible surface; the internal bonding state of the coating is not visible and requires other methods, which is outside the capability of this equipment.
What is the inspection accuracy?
To be added. Accuracy is determined by the field of view and camera resolution: pixel equivalent = FOV ÷ pixel count. First define the minimum defect size, then work back to the imaging solution and validate it by measurement with samples.
What samples are needed to develop a solution?
Provide positive / negative electrode OK and NG samples, defect acceptance criteria (burr and foil exposure limits), web width and line speed.
Can It Be Integrated Into an Existing Production Line?
Yes. The system exchanges data with the PLC over I/O, TCP, RS485, Modbus, S7, Profinet and others, and outputs OK/NG to trigger rejection; the specific protocol depends on the site.

Submit sample testing

Send us OK and NG electrode sheet samples for both positive and negative electrodes, together with the acceptance limits for burrs and exposed foil; we will carry out measured coating and edge testing and give illumination solution and measurement recommendations.

JPG / PNG supported, multiple files allowed
Each file must not exceed 20 MB
    JPG / PNG supported, multiple files allowed
    Each file must not exceed 20 MB
      JPG / PNG supported, multiple files allowed
      Each file must not exceed 20 MB
        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 Material and We Will Show You the Measured Results

        Provide several OK and NG samples of the material, and a solution engineer will run actual imaging and judgement tests on the equipment to give a workable inspection configuration recommendation, rather than reading the datasheet alone.

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