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Battery Separator AI Visual Inspection Equipment

Battery separator AI visual inspection equipment: for PE/PP microporous films, inline inspection of pinholes, holes, uneven thickness, foreign matter, scratches, coating defects and more, with OK/NG output and line linkage.

Materials Overview

Micropores transmit light to reveal holes; safety-related, with extremely high cleanliness requirements

Quick answers

Battery separator AI visual inspection equipment images PE/PP microporous film; the algorithm identifies pinholes, holes, uneven thickness, foreign matter, scratches, and coating defects, outputs OK/NG results, and interlocks with the production line. It is a key inspection step for lithium battery safety.

The battery separator is the microporous film inside a lithium battery (usually PE/PP), only microns thick, whose role is to isolate the positive and negative electrodes. Its difficulty is "micropores + safety": pinholes and holes directly cause micro-short circuits and are critical defects, while the film is extremely thin and extremely clean, placing very high demands on imaging resolution and the clean environment.

Defects specific to the separator include pinholes, holes, uneven thickness (stripes), foreign matter (metal / dust), scratches and coating defects (uneven or detached ceramic layer). Of these, pinholes are the most critical item to intercept and must be caught exhaustively using transmitted light.

Inspection uses a line-scan camera for continuous full-width imaging, combined with transmitted light and multi-angle reflected light; where cleanliness requirements are high, ambient dust must be controlled so that it does not interfere with imaging. Changing the thickness or whether the material is coated mainly means adjusting the recipe.

Applicable Type

PE Separator

Focus on pinholes and thickness

PP Separator

Focus on pinholes and foreign matter

Coated Separator

With a ceramic layer, the focus is on coating uniformity

Separator Rolls

Continuous material feed, line-scan full-width inspection

Narrow-Width Separator

Special specifications, with the focus on the edges

Common defect

Defect TypesTypical ManifestationsInspection Focus Points
PinholesMicropore PenetrationLight transmission is the most critical; a critical item
holeLarge Short ShotTransmitted Light Is the Most Direct
Uneven ThicknessStreaks / LocalExternally visible portion
foreign matter Metal, DustCleanliness Metric
ScratchesSurface DamageRequires multi-angle reflected light
Coating DefectUneven ceramic, detachmentFocus on Coated Surface
Edge DefectCracked Edge, Serrated EdgeMust Cover Full Width
wrinkleBending MarksLow-angle light forms a clear image

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 Separator roll loading and unwinding
  • 02 Flattening and tension control in a clean environment
  • 03 Line-scan continuous imaging (transmitted light + reflected light)
  • 04 Dedicated pinhole inspection
  • 05 Defect segmentation and classification
  • 06 Edge and web width inspection
  • 07 Cleanliness Statistics
  • 08 Synthesized OK / NG
  • 09 Marking / rejection and image archiving

AI Inspection Principles

AI Visual Inspection Principles

Battery separator inspection relies on "transmitted light + reflection": transmitted light is the most critical for pinholes and holes (fatal items); foreign matter and scratches are made visible with multi-angle reflected light. The film is extremely thin and safety-related, so resolution and a clean environment determine the ceiling.

For illumination, backlight / transmitted light is used for pinholes and holes; low-angle or oblique light for scratches and foreign matter; diffuse light for coating uniformity and color difference. In a cleanroom, ambient dust must be controlled so that it is not falsely judged as a defect.

For judgement, we recommend setting pinholes as the highest priority and counting them separately, and grading foreign matter by size. The specific thresholds must be confirmed by measured testing with OK / NG samples.

Applicable Industry

Applicable equipment

Common Question

Why are pinholes in separators a critical item?
Pinholes break the separation between the positive and negative electrodes and can directly cause micro-shorts or even a safety hazard; they are a critical lithium battery defect, usually counted separately and intercepted with priority. The specific acceptance standard is subject to the customer's specification.
The separator is so thin, can pinholes be imaged?
Yes, but exhaustive detection requires a high-resolution camera combined with transmitted-light inspection. The minimum detectable pinhole size is derived from the field of view and resolution, and must be validated by measurement on samples.
Can coating problems on coated separators be detected?
Uneven coating and peeling visible on the surface can be detected; the internal state of the coating is not visible and requires other methods, which is outside this equipment's capability.
Does Ambient Dust Interfere with Inspection?
Yes. Separators have high cleanliness requirements, so ambient dust can cause a false call against foreign matter; we recommend inspecting in a clean environment or with an added dust-removal station, subject to the site conditions.
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 OK and NG samples of different thicknesses, coated and uncoated, defect acceptance criteria, 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 samples of battery separators of different thicknesses, coated and uncoated. We will run dedicated pinhole and cleanliness measurements and provide an illumination plan with statistical 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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